{"cells":[{"cell_type":"code","source":"# 导入工具包\nimport pandas as pd\n\n# 读取数据\nfeatures = pd.read_csv('./datalab/62821/temps_extended.csv')\nfeatures.head(5)","metadata":{},"execution_count":2,"outputs":[{"execution_count":2,"output_type":"execute_result","data":{"text/plain":"   year  month  day weekday  ws_1  prcp_1  snwd_1  temp_2  temp_1  average  \\\n0  2011      1    1     Sat  4.92    0.00       0      36      37     45.6   \n1  2011      1    2     Sun  5.37    0.00       0      37      40     45.7   \n2  2011      1    3     Mon  6.26    0.00       0      40      39     45.8   \n3  2011      1    4    Tues  5.59    0.00       0      39      42     45.9   \n4  2011      1    5     Wed  3.80    0.03       0      42      38     46.0   \n\n   actual  friend  \n0      40      40  \n1      39      50  \n2      42      42  \n3      38      59  \n4      45      39  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>year</th>\n      <th>month</th>\n      <th>day</th>\n      <th>weekday</th>\n      <th>ws_1</th>\n      <th>prcp_1</th>\n      <th>snwd_1</th>\n      <th>temp_2</th>\n      <th>temp_1</th>\n      <th>average</th>\n      <th>actual</th>\n      <th>friend</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2011</td>\n      <td>1</td>\n      <td>1</td>\n      <td>Sat</td>\n      <td>4.92</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>36</td>\n      <td>37</td>\n      <td>45.6</td>\n      <td>40</td>\n      <td>40</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2011</td>\n      <td>1</td>\n      <td>2</td>\n      <td>Sun</td>\n      <td>5.37</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>37</td>\n      <td>40</td>\n      <td>45.7</td>\n      <td>39</td>\n      <td>50</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2011</td>\n      <td>1</td>\n      <td>3</td>\n      <td>Mon</td>\n      <td>6.26</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>40</td>\n      <td>39</td>\n      <td>45.8</td>\n      <td>42</td>\n      <td>42</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2011</td>\n      <td>1</td>\n      <td>4</td>\n      <td>Tues</td>\n      <td>5.59</td>\n      <td>0.00</td>\n      <td>0</td>\n      <td>39</td>\n      <td>42</td>\n      <td>45.9</td>\n      <td>38</td>\n      <td>59</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2011</td>\n      <td>1</td>\n      <td>5</td>\n      <td>Wed</td>\n      <td>3.80</td>\n      <td>0.03</td>\n      <td>0</td>\n      <td>42</td>\n      <td>38</td>\n      <td>46.0</td>\n      <td>45</td>\n      <td>39</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"数据规模 (2191, 12)\n\n新的数据中，数据规模发生了变化，数据量扩充到了2191条并且加入了新的天气指标：\n\n* ws_1：前一天的风速\n* prcp_1: 前一天的降水\n* snwd_1：前一天的积雪深度\n\n既然有了新的特征，先来看看他们长什么样吧，同样的方式绘制就可以了：","metadata":{}},{"cell_type":"code","source":"print('数据规模',features.shape)","metadata":{},"execution_count":3,"outputs":[{"name":"stdout","text":"数据规模 (2191, 12)\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## 统计指标","metadata":{}},{"cell_type":"code","source":"round(features.describe(), 2)","metadata":{},"execution_count":4,"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":"          year    month      day     ws_1   prcp_1   snwd_1   temp_2   temp_1  \\\ncount  2191.00  2191.00  2191.00  2191.00  2191.00  2191.00  2191.00  2191.00   \nmean   2013.50     6.52    15.71     7.37     0.12     0.01    61.17    61.18   \nstd       1.71     3.45     8.80     3.15     0.25     0.15    13.09    13.08   \nmin    2011.00     1.00     1.00     0.89     0.00     0.00    29.00    29.00   \n25%    2012.00     4.00     8.00     5.14     0.00     0.00    51.00    51.00   \n50%    2014.00     7.00    16.00     6.71     0.00     0.00    60.00    60.00   \n75%    2015.00    10.00    23.00     9.17     0.12     0.00    71.00    71.00   \nmax    2017.00    12.00    31.00    21.25     2.20     3.00    96.00    96.00   \n\n       average   actual   friend  \ncount  2191.00  2191.00  2191.00  \nmean     60.29    61.18    60.31  \nstd      10.73    13.08    15.87  \nmin      45.10    29.00    25.00  \n25%      50.10    51.00    49.00  \n50%      58.80    60.00    60.00  \n75%      70.20    71.00    71.00  \nmax      77.40    96.00    97.00  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>year</th>\n      <th>month</th>\n      <th>day</th>\n      <th>ws_1</th>\n      <th>prcp_1</th>\n      <th>snwd_1</th>\n      <th>temp_2</th>\n      <th>temp_1</th>\n      <th>average</th>\n      <th>actual</th>\n      <th>friend</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>2191.00</td>\n      <td>2191.00</td>\n      <td>2191.00</td>\n      <td>2191.00</td>\n      <td>2191.00</td>\n      <td>2191.00</td>\n      <td>2191.00</td>\n      <td>2191.00</td>\n      <td>2191.00</td>\n      <td>2191.00</td>\n      <td>2191.00</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>2013.50</td>\n      <td>6.52</td>\n      <td>15.71</td>\n      <td>7.37</td>\n      <td>0.12</td>\n      <td>0.01</td>\n      <td>61.17</td>\n      <td>61.18</td>\n      <td>60.29</td>\n      <td>61.18</td>\n      <td>60.31</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>1.71</td>\n      <td>3.45</td>\n      <td>8.80</td>\n      <td>3.15</td>\n      <td>0.25</td>\n      <td>0.15</td>\n      <td>13.09</td>\n      <td>13.08</td>\n      <td>10.73</td>\n      <td>13.08</td>\n      <td>15.87</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>2011.00</td>\n      <td>1.00</td>\n      <td>1.00</td>\n      <td>0.89</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>29.00</td>\n      <td>29.00</td>\n      <td>45.10</td>\n      <td>29.00</td>\n      <td>25.00</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>2012.00</td>\n      <td>4.00</td>\n      <td>8.00</td>\n      <td>5.14</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>51.00</td>\n      <td>51.00</td>\n      <td>50.10</td>\n      <td>51.00</td>\n      <td>49.00</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>2014.00</td>\n      <td>7.00</td>\n      <td>16.00</td>\n      <td>6.71</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>60.00</td>\n      <td>60.00</td>\n      <td>58.80</td>\n      <td>60.00</td>\n      <td>60.00</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>2015.00</td>\n      <td>10.00</td>\n      <td>23.00</td>\n      <td>9.17</td>\n      <td>0.12</td>\n      <td>0.00</td>\n      <td>71.00</td>\n      <td>71.00</td>\n      <td>70.20</td>\n      <td>71.00</td>\n      <td>71.00</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>2017.00</td>\n      <td>12.00</td>\n      <td>31.00</td>\n      <td>21.25</td>\n      <td>2.20</td>\n      <td>3.00</td>\n      <td>96.00</td>\n      <td>96.00</td>\n      <td>77.40</td>\n      <td>96.00</td>\n      <td>97.00</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"# 转换成标准格式\nimport datetime\n\n# 得到各种日期数据\nyears = features['year']\nmonths = features['month']\ndays = features['day']\n\n# 格式转换\ndates = [str(int(year)) + '-' + str(int(month)) + '-' + str(int(day)) for year, month, day in zip(years, months, days)]\ndates = [datetime.datetime.strptime(date, '%Y-%m-%d') for date in dates]\n\n# 绘图\nimport matplotlib.pyplot as plt\n\n%matplotlib inline\n\n# 风格设置\nplt.style.use('fivethirtyeight')","metadata":{},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"# Set up the plotting layout\nfig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(nrows=2, ncols=2, figsize = (15,10))\nfig.autofmt_xdate(rotation = 45)\n\n# Actual max temperature measurement\nax1.plot(dates, features['actual'])\nax1.set_xlabel(''); ax1.set_ylabel('Temperature (F)'); ax1.set_title('Max Temp')\n\n# Temperature from 1 day ago\nax2.plot(dates, features['temp_1'])\nax2.set_xlabel(''); ax2.set_ylabel('Temperature (F)'); ax2.set_title('Prior Max Temp')\n\n# Temperature from 2 days ago\nax3.plot(dates, features['temp_2'])\nax3.set_xlabel('Date'); ax3.set_ylabel('Temperature (F)'); ax3.set_title('Two Days Prior Max Temp')\n\n# Friend Estimate\nax4.plot(dates, features['friend'])\nax4.set_xlabel('Date'); ax4.set_ylabel('Temperature (F)'); ax4.set_title('Friend Estimate')\n\nplt.tight_layout(pad=2)","metadata":{},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 4 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"# 设置整体布局\nfig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(nrows=2, ncols=2, figsize = (15,10))\nfig.autofmt_xdate(rotation = 45)\n\n# 平均最高气温\nax1.plot(dates, features['average'])\nax1.set_xlabel(''); ax1.set_ylabel('Temperature (F)'); ax1.set_title('Historical Avg Max Temp')\n\n# 风速\nax2.plot(dates, features['ws_1'], 'r-')\nax2.set_xlabel(''); ax2.set_ylabel('Wind Speed (mph)'); ax2.set_title('Prior Wind Speed')\n\n# 降水\nax3.plot(dates, features['prcp_1'], 'r-')\nax3.set_xlabel('Date'); ax3.set_ylabel('Precipitation (in)'); ax3.set_title('Prior Precipitation')\n\n# 积雪\nax4.plot(dates, features['snwd_1'], 'ro')\nax4.set_xlabel('Date'); ax4.set_ylabel('Snow Depth (in)'); ax4.set_title('Prior Snow Depth')\n\nplt.tight_layout(pad=2)","metadata":{},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 4 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAABB4AAAK2CAYAAADpOV+KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsnXecXFd1+L9n2vZdNUuWZKvYWndcccDGAQOhG9MSqkML7UcJzSUk2IDBGBMCOECAAIGAIYTuAsY2uMW4yEWysWXsVVl1rbSStteZub8/3uzOzHuzs1Pem5n33vl+Pvpo38wrZ87ce+eec885V4wxKIqiKIqiKIqiKIqieEGk3gIoiqIoiqIoiqIoihJc1PGgKIqiKIqiKIqiKIpnqONBURRFURRFURRFURTPUMeDoiiKoiiKoiiKoiieoY4HRVEURVEURVEURVE8Qx0PiqIoiqIoiqIoiqJ4hjoeFCUHEXm7iGy2vbZZRN5ue61XRM6vpWzF8EKejC7urOC6o0TEiMgr3JRnjmd9OvOs12eOn5U5/kENnmn/d75Xz1QURVEUOyJyfs5vUEpEekTkH8q8x532OY4XiMgTIvIuETk+I+85IvJaEdnrpjwZnfSWeO5aEblFRIZFZJOIvLTS51aCiKwREVPLZypKPVHHg6JUxqnAPeVelPmxXeO6NBXK4xEvy/xfyx/wU23/e8kXgIVkP+fCzL9G0b+iKIoSHlJYv0ErgEuBr4vIX5dx/QXAT7wQzEYvsBJYlzlehyXz9jrJA/BL4DHgBOC/gJ+LyOIaPVtRQkes3gIoih8xxgzVW4ZcGkyelwJ3UDvHQ5p8x0Pay4cZYyaACREZyRwPePk8RVEURSlGzu/Qr0XkFizj/f9KvHbEM8Hy6cVyPAwA01iOh0Tm9ZrLIyKLgDOANxpjdgNfEpEXAMcCB2shg6KEDY14UJQKKJTaICIJEfmOiBwUkcMi8i0RiWbe25cTTrctE/nwkZxrzxaR+0VkSERuE5Fjc977tIj8QEReICIPish/lyhPs4hcKyL7RWSviFyZ815ERL4sIv0ickhE/lNEqh4PRCQGvBD4IrB25nOISIeIjItId865XxaRb+Ucf1BEDmRSW76Y0dnzSnjseuAZmb+fATyQc8+lInJDJoxyl4i8L+e9b4jIrZm/m0Rkm4h8oIqPP3PfVSJyo4gMZj7LGzKvf1pEfi8i94nIFhF5d+Z7+YNY9Ga+r22Zz/7JamVRFEVRQscUEIdsyqSInJb5/3b7yYVSGzK/SZeKyPbM79Q1IhLPeb9XRF6Y+V3bJSIvLkGu7VgRDuuAWzP/r8QW8TCHPD8Qkc9mfiOHRWSriJyb8/5lmd/NXcBLSpAFYBDYB1whIl0AxpiXG2PWZ+5pMnORPSKyQ3JSWEQkKiKfyrx+KDP3a855/3VipZYMZ+Z0a3Lee2tGr/3A20qUVVECgToeFMXJWhEZmPkHrC3xundgrfI/B3geVij+32beOw4rFBLgtMzf3wQQkeXAH4CfYxnOfwFuFZGWnHufDHwD+ApwTYnyfAn4a+D5wCuB94rImzPvvQu4CDgfODtzzt8WuEe5nAM0Y0U8PE4m6sEYMwz8Hnh5zrmvAH4GICLHAVcBLwY+B7wVS08PlfDMp4HFItKJpb9Hct77KtAOnAi8EbhWRFZk3vsEcIqIvBz4R+AAme+kUsRyNN2I9VmfAXwM+C8RmWlDzwQ+gBWV8TbgVViOmhmZXgZcCLwFuFREXl2NPIqiKEp4EJEzgBcBuQ6GZVi/tT8GLi7xVh8APoT1W/QyrDnElbZzrsSam7yT0n6re8mmWtxMNtWit0SZ3gMI2QWGLwBkfsP/Bfh7rDnG60u5mTEmBbwGa862U0SuEpEO22nnAc8FPg58S0TOzLz+cay508uw5nunZF5DRJ6Vke29WFGYm4HvZN47BfguVkrMOeTPiRQl8GiqhaI42YllkM9wZ4nXjWM58xLAn7EcFgayqRAiAjBkC89/K7DJGPNvmXM+Cvwd1g/SLzPnnAqcbIzJK3w5F5nohX8AXmmMeSLz2muA4cwp/wP8L9aqyLOxckSPL/FzFuOlwMPGmEkR+VPm+BuZ936G5Zy5VkTWAQuAuzLvnYalgw0isgn4PiDGmNESnmmwcjRfBowB/VjOBrAmTuNYE691WJ/zWGCPMWZIrKiTLwOLgRcbY6pN03gW1nd1VeYfWI6YczJ//8EY84iI7AZ+aoxZn2kTMytJXzTG/BlARH4OvBr4TZUyKYqiKMElmlkkSWAZ5l8yxtyU8/4JwPOMMXeXcc8PAJ8zxtwDICKXYtVd+ETOOePA640xpRZH3I7leGgDbgE+g+Xw7y3x+j7gw8aYmQLSMxGTfwf80hhzW0bWLwGXlXJDY8z9mYWPizLyvFpEzjXGDGZOuSIz79qciZi8EGtx412Zz/KnzHlNWPOrq7DmXquAme8gCsTF+rF/HfAnY8z/ZmT9NPC7Ej+/ovgedTwoipOkMaZ35kBEkiVe9xOsyIafAkuB67FWvAeLXQSsBrbMHBhjkmJVZF6Vc86NpTodMizBMni35dz33pz3V2F53dcADwMTWD+O1fJS4BmZSVATkBKRhDFmCisS4D9EpB0r//QXmRUHsD7/8SJyBJbh3o81ySiVR7BWZh6xvf484N+wHA734fycv8CKinjCGLOhjOfNxVFYE6m/sr1+EGs1ZCLntQmc7Mz5ew9WhISiKIqizEUKOD3z/56c39UZHi7T6QC2eQnWqn2HiCw0xhzOvPbVMpwOYDkYjsByPGzBclycgLO45Fz8Ied5k1hOFoAjgQdzzttays3EKiK53BjzOPB9EbkB2AC8H7g6c5r9N3lZ5u+jgPcBuXqdzHnve1gpp3aOtN2zJFkVJShoqoWiuMdxwPeMMSdhhQKeRSb0LgdD9sdyhu1kqzzP1ElYQ/6PcbnFlvqxftSPybnvx0XkK5nDrwEbjDHLjTEXYKUrVIWILMUq1PQWrEnQXwEtWOkeMwWj/gj8DZbj4Wc5l+/HctDsxlrhf1eZE5pHsEJBZx0PmXzL64B/Msasw0ptmLJd92GsHM/jRaTUvNBi7AQWAQPGmN6MA+utwJlFr8qSm9azCmuioyiKoihzkvm92VnA6QDlzx/ANi8BuoHhHKdD2fc1xvRhzUu2ZH7fZxZTSnU8zFVEuw9YnnO8ao7z7DwXKy10Rr6DWCkjC3POmes3eSfQlfM73022XsNOYFnOewYrAiNRhayKEgjU8aAo7vEW4MciciqWwQ3OKILNwMtFZIVY1ZMBfgSclHEMrMaq4zCOlQNZEZmUge8D14jIySLyTCwje1PmlC4glpHjH4HX4nSIlMtLsOS+PvOD+2esaIrc3S1+BrwJa0KTW3H7vVh1Lk4D1hhjri/z2Rts/4P1I98MtIjIMcB/Yq1WCFj7d2OFVr4HuAT4toi0lflcOw8CT2JtZ7ZGRN6IFZq6r8TrLxGRU0XkRVghmb+oUh5FURRFKZf/AP5FRJ4jIqdj1Zb6Dxfuu4Osw2Ez0F9iSmUxfgP8nYg8P1ND4ZISr/sTkMgUyFwhIq/Amsf8Puecz4hId+a3/FzgV5nX/wu4WETOFZETsSInZ4pLfh94pYi8WUSOxtLdicaYSaxI2Odlik+uw5qDKEpoUMeDorjHF7DC5m7HqjmwHavAYy7vw3IAbMcqhoQxZg9WUcU3YBVkPAl4iTFmvEp5LgHuxapRcT1W6N93M+9dBrwAyxHxHKyaD6Wuys/FS4C7MmkVM9xCvuPhJqyikjfa6ilcj+WQuA/oF2t3j3J2dXgCK8xxNuIhU1fjEqzv4B4s4/9xsp/zO8B1xpiHjDHXYYWBfr6MZzowxiSxIi8WAo9iTSreYIx5qsRb/BzL4fQj4LPGmIqdT4qiKIpSId/AcjT8FMsQ/y1whQv37SXreOih9PoOc2KM+Q3W7/xPsVI6S6qZYIzZj1Wz4YKMLF8FPmKMyS3MeTNwP5bz4F0zNbOwUjj/G6tW1j1Y876rMve9H6tmxCex5ljtWAtTZFI634+1wHQ3JW55qihBQcqLZlYURXEfEbkby/nxS6yIhLcBlxpjltRVsBqSqevxdmPMnXUWRVEURVFCjVhboK/NrfmlKEp1aMSDoiiNwLeBD2KtfmzDiv54dz0FUhRFURRFURTFHTTiQVEURVEURVEURVEUz9CIB0VRFEVRFEVRFEVRPEMdD4qiKIqiKIqiKIqieEas3gKUwuDgoOaDKIqiKIrHdHV1VbutbkOj8wlFURRF8Z5C8wmNeFAURVEURVEURVEUxTPU8aAoiqIoiqIoiqIoimeE2vHQ09NTbxEaGtVPcVQ/c6O6KY7qZ25UN8VR/TQu+t3MjeqmOKqf4qh+5kZ1UxzVT3FqrZ9QOx4URVEURVEURVEURfEWdTwoiqIoiqIoiqIoiuIZ6nhQFEVRFEVRFEVRFMUz1PGgKIqiKIqiKIqiKIpnqONBURRFURRFURRFURTPUMeDoiiKoiiKoiiKoiieoY4HRVEURVEURVEURVE8Qx0PiqIoiqIoiqIoiqJ4hjoeGpj/3TLGX1+/n1fcfID7+ybrLU5DYYzhsw8Pcvav+vj72w+yayRZb5Eais2D07z+tn6e9as+/v3Pw/UWp+H4wVOjnPubPl71+3429k/VW5yG4vBkmn+48xDP/GUfl94/QDJt6i1SQ/H4oWlefUs/5/y6j+88OVJvcRRF8RtTUzR/6lO0vfjFJL72NTA6xiqKEg5i9RZAKcy/bhziqg1Zg/Glv+tn0+uPZEVbtI5SNQ7P/FUfW4ZSAPQMJrlx+wSH3r6CiEidJas/e8dSPPNX+2ePr3hoiJ0jKf71nAV1lKpxuPT+Af7zydHMUZLzbzzA9rcspyuhftiJpGHtT/bOHm8eSnLrrgk2/u2RdZSqcdg2lOS867N965L7Bzk8mebS0zvrKJWiKH4i/qtf0XTttQDE1q8n9Vd/BYsW1VkqRVEU79GZdgMyPJ3OczrMcNLP9tVBmsbjoQNTs06HXN539+E6SNN4XHb/gOO17/xllOHpdB2kaSz6J1I5Tocsx+YY22HmG084V/B7h1Os368RVwDvv8c5xnx+wzDTGhWiKEqJtL7vfXnHLRdfXCdJFEVRaos6HhqQ7xYwjGbYPDhdQ0kak/f/X2EHw8+2jpMOecjiZMpww/aJgu9d9MdDNZam8fjSo4XTTpIGDow7nVlhwhjDZx8ZKvjei3/bX2NpGo/BqTT39RVOy/lQAYeEoihKSQxrOqSiKOFAHQ8NyL375l5d/OLGcP9ApY1hfxED8cY5jO6wcOP28Tnfu2uvrlpv6J/bcfdvj4W7bz1xuHidlNGQR8z8YuvYnO/9dMvc/U5RFEVRFEVRx0PDkUobHjgwd7G7sK/qPzWQZGBq7s//+TlWbMPCXCuyMzwQ4iKlE0nDhiKFJL+1ae5IozBQzOEJ8O0ikVhh4P55+tZTAxqNpiiKoiiKMhfqeGgwnhxIMlTEsAbL+A4r803+946nSIU43/q+eRwLv98Z3oiQR/qnmJpn0X73aHjTLe7fX7xvPTjP+0FnPqfeb3eEt28p5SOHDtH6pjfRccopNF19te5soCiKogQedTw0GHbD8aVHNxc4J7wGgF0/nzijI+94aMqwKaSOmYHJNE/mhMsL8PpjW/LOCXfbyf/sdt1Y54QzIsQY4/jsHz+1Pe/4/v2ToY222jmSZFeOUyoRgZfYxub75okYUZRcEt/7HvGbbyayaxfN11xD5PHH6y2SoiiKoniKOh4ajAdtaRbnLktwxVn5W7WF1TgCp37++sgmh3MmrAbAw/1T5JqFJy6MccWZ+W3nkf4pJpLhNB7tbeecpU185Bn5xnVYHTO7R1PsHcuGg7REhUtO66Qlmt2e9vCkCW201cMH8tMozjoiwads4/ID+6dCHW2llEfzVVcVPVYURVGUoKGOhwZjy2D+xP60xQnOWZbIey2sxtFUyrB9JD8U/rTFcc616We+kPGgstnWdk5fnOCo9hhHt0dnX5tKW86HMLJlyKafJXHOWdaU91pYnXp23Zy0MEZzTDjvSFvfCunYs3nIPi7HOWFBjAWJrGNmaDq80VaKC4Q0mkhRFEUJD+p4aDC2DudPXI/tjHLmkgRNWduRXaMpdo6Eb4K7YyRJ7oLi8tYIbfFIQePRhHASt3XI3nZiAOq4wira2mvrW8d0xnjW0gSS89qTh5MMTIZv94atQ/kOvdm2c6Q6ZsDpmDm2M0ZEhGfbx56QRlspiqIoiqLMhzoeGojDk2kOT2YN5uYorGiL0hQVzlyixuMWm3F0TMY4Om1xPC8kfO9Y2hEZEQbmcjycq6v67BxNkbsb5JLmCF2JCAuaIpy0MDb7usGqZRA27Ib1MXM4re4N4bgDxfqWjsuKoiiKoiiloI6HBuJp23ZsazusVTVwTnDXhzCd4OnBfP3MTP4TUeGZR8Tz3nsglPqxG49WmIzdeFy/fyp0ESE9g4UNR3A6ZsLYt3rm6FuFoq32hGznD2OMo/1kHTPadhRFURRFUUpBHQ8NxIaD+ZP/ExZkjemzjsg3Hv8Swj3jHy2in2fa9XM4XPoZmMyP8ogJrOuyjKPjumJ0xvNz0feMhSudYKOtrsUJC7KOB3vfyt0ZJCxstPethVbfaooKz1iU79QL29izYyTFoZz0m7aYcFSb5Y05bXGcWE6uzu6xFEPz7dmqKIqiKIoSQtTx0EBss4XzPmNxdsJ/fFf+5N++uh0GHPrJMYiOW5Cvn6dCpp9ttvoF67pitMas7i0idHfF8t63R9cEnW3D+av0uW3n+AU23QyGSzej02n6xrPGclTgxBydHGcbe8K2s4W9NshJC2PEIpa3IREV1nbmtx97dISiKIqiKIqijoeGotdWl2BNzm4EqzuiJHK+rf3jaXaHLOS512Y8runI6ud4m2H9aH+4jEe7cbS6I18fdseMfYU76Nj1syZHP+tsbWfrUCpUBSbt9VCObo/OGtaQHx0CsPFguNIJ7OPOWlvfso89YdOPl4jIf4vI/SJyg4i0i8hNIvKoiPxIRGSOa5pLOU9RFEVRlNqijocGYnsR4ygWEU5bnG88PnEoPMbj0FSagznGYDwCK1qzjodTFsXzHDO7x1IcDpHx6HDK5DitAM5aYms7IUtF2V7EadURj+QZ14ZwpRMUc8oAnGErbPtEyFJR5nPqnWlL1Xk8ROOyl4jIeUDMGPNsoBN4J7DLGHMasBB40RyXXlTieYqiKIqi1BB1PDQIxpiixhHAiQvt6QThmeDaV2VXtUeJ5qzKJqLCus7wphPMZzw62k6IwuUnkoY9Y9n2I8DR7Tb9LAhvKpN93Fltc1rl7voBsHlwmlQ6PMVJ7WPPavu47EjVCU/b8Zg+4NrM3xHg08BtmePbgefPcd0LSjxPURRFUZQaEpv/FKUW7B9PM57KTuY748LCpny/0HG2kN4wrazNZ1gDdC+IsSnHoH788DTPslWdDyrF0lDA2XaeHpxmMmVoigY/CnnnaJJcM3llZovaXLptxuOftW/Nsrg5yqKmyGyBxYmUtf2mPX0nqMynH3sNjCcOTZM2ZnZHIqUyjDE9ACLyGiANbAAGM28PAcfPceniEs+jp6fHFVkrueczbcejo6Ns9kCeRsILffsR+3c/PW393qh+iqP6mRvVTXFUP8VxUz/d3d1F36+L40FEzgc+lzlcDXwXeDfQm3ntH4wxT9Vesvphn9yu6ohhT009bXF+SG+YjaPV7c6me9riBNf3Tswe/zlEdQzmCwdf0hxhRWtkdjeLyZRVBO+URcE3Hu1OmVW2FX2A02x6CFXbsdeW6Sign8Vx7tgzOXv82KHpEDkeiqcxremI0hkXhqYt99bAlGHnSMrRB5XyEZELgX8EXgl8C+jKvNUF9M9xWX+J5807QSqXnp6eiu/Z1trqujyNRDW6CTrxuDWWqn7mRtvP3KhuiqP6KU6t9VOXVAtjzJ3GmPOMMecBjwGHgW/OvBY2pwMULyw5g73I2/bhFMaEI+R5xzwr+uDUj12nQSWZNuwaLR4uLyJ524+C01kRVIrVTpnBnoqyfSQcuoHS9FNo7AkDQ1PpvK00ExFY3prft6IR4Tj72BMS/XiJiBwJXAJcYIwZBv4IvDjz9guAO+a4tNTzFEVpFKaniV1/PdG77ir8fjJJ7IYbiN1+O4Rk3qsoQaSuNR5EpBVYh5XL+ToRWS8ivwxjFeo9o87K8naWNEdoy9k0fjRp8gouBhm7YV1IP3aDyW5QBZW+8TQ5WTosborQFnd2bYd+QuKYya3vAIXbzlFtUXJKhrB3LM14MhyTm1LGHnvbCYvTyt52Vrbl15aZwdm3wqEfj3kbsBy4RUTuAeLAShF5DDgE/FFE1orIl2zX/dh+Xi2FVhSlfFovuoi2t72N9le9isS11zreP+byy2l761tpe+1rabr66jpIqCiKG9Q7FvRFWJOCzcDlxpjfisi9wPOAOwtd4HaeTqPk/Ty1N441r7KIjx2mp+eA47zliWY2J7NG5f9t6uWUDu+cD42inx2Hm4CsQZQ8uJeeZP7nTqYAWrPXjCR58ukeYh66sRpBP5uGI0Dz7PGiaLKgXO2TMSCbrvPozn56Ens9k6sRdAPQsy9B7lAXGemnp6fPcd6yRDN7J3P61hNbWNvqnfOhEfQzkYKh6WyfiYnh4I6tHLb1mYStjT25f5ienjkj2KumEXQD8MhA/udeIFMFZeuczh+/N2w/wDmyxzO53NZPI4ahGmOuAa6xvfxt2/E24GLbdZPABR6KpiiKi0hvL/Fbbpk9bvnUp5j68Iez7x84wKI//GH2uPmLX2Tyn/+5pjIqiuIO9XY8vBL4FVZth8czr/UCS+e6wM0JUiPl/UztPgSMzx6fdPQyute1Os47bsdBNu/I1jFILVhO9zHO89ygkfQzuGEfkF19POu41RzT6Wy+R2zYy4EJyyGRMkLr8rWe5Vo3in627BzHWtizOHpBC93dRzvOOys+Dr3Z8wai7XR3L/FEpkbRDcD4tn4gW5/gGauX072qxXHesZsPsHff1OyxWXQU3Uc3O85zg0bRjxW5kHXCLGuJcfxxTrlSA9Owaf/scV8qQXf3Kk9kahTdAGzcMoaVCWixelF7wc99hhmFnQOzx0PxTrq7F3kiUyPpR1EUpVoiu3YVfV/6vXNyK4pSW+qWapFJpzgfa7urjwFvFJEIcApZJ0Ro2GcL6V3WUvirsdc2CEMusTGG/eP5n3Op6meWvrH8yI+5dGOv+xAG3YCVipLLshZnKgGEM1WnzzbuLG0t3HbsBTl3j6aYDsGWmvtKHnfCmYqiKIriOeHLvlaUwFLPGg9nA5uMMRPA14F3AA8AvzbGbKqjXHXB4XhoncM4ag/fBPfQZJqpHNuxPSa0F6hhAOHMtd5raztHztV2CugmHYIiTaU79ezFSYPfdvaV6JRpjUU4MkdvaQO7QlAjZN9YqU6rcDr1FEVRPEcdD4oSGOqWamGMWQ9cmPl7L1b0QygxxjiKmK2Yw3i0pw1sGQq+cbTbVvxuRVth3YBzm80tg8HXT6ltZ0FThK6EMDhlORsmU5Zujy6wNWlQmEyZ2dQbgIjM7dSzR4RsGQq+8WjvWyuL9a2OGPvGs6koW4aSrC2Q7hQk7IU35xp7VrRGiUdgOtPUDk6mGZhMs6CprvWbFUVR/I86HhQlMOisqAE4PJlmImd+2xYTuhKFB9rjbdu2PXpwOvBbajoM6yLGkV0/Gw9OeyJTI1GqcQQ4ttQMun7s0SDLWiLEC+xKAAX6Vv9UwfOChKPtzOGUgZD2rRKdetGIsK7TOTYriqIoVaKOB0UJDOp4aAB228J5V7RFmWtH0dXt0bwtNceSJm+f+SCyZ9SmnyLG0cmL8g3rnSEIl7cbj8VWrU9eaNdPsFf1yzGsT1wYJ7fX7RtPM5lSp94MzrYT/L5ljwg5qph+7GPPaPD1oyiKC6hhXZyImiqKEhS0NzcA5RhHIuIwDuyT46BRzoq+XXd7xlKBjwjZXeKqLDh1Z9dt0CjHsI5HxFH/wR4xETTKGXvC1nZSaeOoD7K8be6fTMfYE3D9KIriEgGfo1SNOmYUJTCo46EBKMewBueKdtAdD3bDemUR46grIbTnRIRMpAh0RMjIdHq2ZgNATOCIOYonQvjaTjmGNYRPP46+VcSwtq/2B103BybSJHPsgYVNQmtM+5aiKEpNUceDogQGdTw0AOUY1uCc4NpXdYNGOY4ZEQmVAWBfkV/eFiVS5Ec6bG1nVxlpKIXeD/KqdSpt2Gv7fMuLjD123ewKeNtRp5VSU3TVW1EKYtTxoCiBQR0PDUC5EQ/2CXDQJ7jlhMsXej/I+nHUd5jPOApb2ym3b4Wo7dhX9BckhLY5tqkFWNIcIfftoSnD8HRwo4mc0SDqtFIURak56nhQlMCgjocGwG5YzzfBtYc821d1g4QxxjGBL1bgDcK18ljOdojgNKz3jqVIpYO70lZu3wpT2ymnKClARCRUdQyqjXgIekSIoiguoYZ1+WiEkKL4EnU8NADV1ngI8uR/cMowmrMs2xIVFsyx1egMjiJ4ATYA9hTYEaUYLTFhUVO226cM9I0Hd9W6bOPRHhES4LZT7oo+hCsipNxxeUlzhESIIkIURVFqQiEnQ1rHVkXxI+p4aACc4fLFv5ZQrco60iwic241OkOYIkLKNawhPO1nOm0cTpViNQwgPLqBytpOmApMlhstEymw41CQncJKhQwP03zZZfWWQlH8jToeFMWXqOOhzgxPpxnJWdFPRGBhU/GvpdCKflC3jLRvZ3dkBYZ1kCf/juKSlegnoKv6+8fT5PaKJc0REtHiTqswtR03+laQHQ+V9K2w1d9Ryqf5yitp+va36y2G0kgEdP5WMvN8ftGIB0UJDOp4qDP7baHyy1qj867odyUidMSz50ym4GBAt4y0r1gf2aKT/1z2j+d/tmXzRMtAgVz0gOrHoZsi24zOcGRrlEhO9zswkWYyFcxJoaNvqWGdx36bfpaVMPaEKdpKqYym73yn3iIoir9Qx4OiBAZ1PNSZvgqMIyhgPI4Ec4JrNx6XlqCfQiv6QY0IsRuPpRhHzlXrpKsyNQrOvjXgCn2+AAAgAElEQVS/bmIR4UhbGwtq1INbfSuo7HPBqRfUtqMoFWMM8euuo/WtbyXxX/+lq/2gxSXnQx0PihIY1PFQZypZVQPnymNQDQC78VjKqmxnSCJCjDEVGY/OnQmCpxso0LdKaDtQoIBiYPuWG06rYOpmPGkYmspOdqNCXlHWuQhT8U1FqYTon/5E6wc/SPyGG2j52MeI/eEP9RZJaXTU8aAogUEdD3XGbtSUYlhDeAwAu1FcqmMmDBEhByfTTOWopyMutMfLX5UNasSDvU/YIxnmIjx9q/xoq7Doxl7fYVlLhEgJq5Jh0Y+iVErLRz+af/z+99dJEsU3qONBUQKDOh7qzK6RfKPPniM8F2EJ6d1lM4qPaq9QPwFctbY7U0ptO/bzghrxYM+vr7jtBLBvjSXTeVFAUSnN6bmkOUJTzmnD04ahqeC1n52OvhUr6bowjDuKUg2RnTvzjw8csP5/4gnaLryQtgsuIPLYY/UQrbFJp0lcey1tz38+zZ/4BExO1lui2lHI8aApOoriS0qbTSmeYV8Rm2/LthnsK/8HJoI3+Qenfko1ru366Q+gfuyGdaltx56OcWDCqoExX1FTv1Fp37IXMD0wETzj0e5MWd4aJRaZ//sXEZa2RPMM8/6JNJ2JYPmw7VFAFY/L48EbdxTFC1o++EFiGzYA0Pr+9zNyzz11lqixiK5fT8unPgVAbMMGUqecwvRb3lJnqWpEASeDpPN3rVIUxR8Ea7boQxyrsiVOcJc4jMfgTXCnUoZ9Obt+CKVtaQfWymwuQTQAKm07bfEIrbGskTmVhqHp4P2EOyNCSvOzLra1nX5tO3k4+1bwHDOVRsvY286hyTTJdPD6luIBIV/BnXE6AEQffxymp+soTY0p4btvufTSvOPWD3zAK2kaD021UJTAoI6HOlPpquwRDuMoeJP/vWOpPI/20pYITdHSVuXt+gniqnWlbQecxmPQjGtjTMXRMkc0Bz+aqFLDGgr1reDpp9K+FY8IC5uyY5TBcj4oilImJTpiIn/+M+3PeQ4dJ51E/Oc/91ioOjI8XG8J6oc6HhQbsmcPbRdcQEd3N01f+lK9xVHKQB0PdWQyZfIqywvOquhz4TAcAzj5r2pVNgypFvYV/fbSM6eC7pg5NJlmPJWdrLTHhK5EiU6rEEQT2dvOyhIjiQCW2BwzB4Oon6oiQoI/9ihKxbic0td85ZVEn3iCyJ49tHzkIzAx4er9a0LA0hxdRx0Pio2mb3yD2D33EDlwgObPfY7I1q31FkkpEXU81BFnnnWEeAl51hCOya2bq7LB1E9lhUkh+I4ZR3HA9mjJNSzsTr2DAXPKgEY8zEel0TIQjjQvRWkU4rfdNvu3jI4Svf/+OkqjeII6HhQbTd/4Rt5x4utfr5MkSrmo46GOVFocEKArIeTunDiaNIwlgzUQu5lKEMQ8dDeNo6A5HqprO84CgSZg+dfat+bGGFMgmqgap2ew9KMoNaHCMVcCNlYHjcjmzbT9zd/QcfLJxH/4w9IumsfxEL3zTtrPOov2s88m+qc/uSSpoiheoI6HOuIM5y09VF5EAm88VlocEIJvWE+nDXvH8j9TqWk6UGDVOmDGYzWh8i0xoT2n+GbSwOBUsCazbqYxHQxYDYPBKcNIMvt9N0dhcVPpP5VhiEarJSISF5EbM3+fLyL3ZP7tFJG3zXHN2SKyK+fc42srtVI3/Oh48KPMFdL0hS8Qe+ghIrt303LxxTA4OP9FxRwPxtDy0Y8S3bKFaE8PLZdc4q7AiqK4ijoe6kg1q45QYIIbsJDeSre0g8KT/3SAftyrKbwJBVatA2YcVd23Cmw5GhQKFd48upr6IAEbdwpFopWz1WwYdhyqFSLSAjwMvAjAGHOnMeY8Y8x5wGPAhjkuXQh8c+ZcY8xTtZFYmRetZxBqEr/4xezfMjVF/IYb5r+omONhbIzotm2zL0c3bapWREVRPEQdD3Vk14gtR7+McF4Ifq71TrtxVIbx2BwTOuPZCU7KwECAVmad0SBltp2A13ioZkUfgm1cH55MM5azot8aExaUWHgTCjmtguOUgUK1U0p3ykA4dhyqFcaYcWPMqcCu3NdFpBVYZ4x5bI5LFwKvE5H1IvJLKcdzpDQGlS4U+HGBIczNs8LPrik1iuJPyptRKa5SrXEUfAOg8jxrgMXNEYams/fon0izqLm8ezQqbredwDkeqtjxA2BxcxTI7iMfJP3YHXpHlbuiH/C246idUua4E/RoogbhRcAfi7y/GbjcGPNbEbkXeB5wp/2knp4e1wWb757PnOP1sdFRT+RpJHp6ejgjncbeo3qeftqhl82bN2Oamua9p/263bt2MdTgerTLPD1t/dYU+/5PmZ526q3BP2ch7J+9r6+PqVgMey5U7mdr2bGDk23v927dymQySWR8nDOLXBsWwvaZ7e1ocHCQHUV0EDb9lIub+unu7i76vjoe6kg1xQHBGdIbpG3thqbSDOXk1Scizgn9fBzRHGXbcFbHBybSHOeahPWl+jSdYK/KVtu3grwrStXjToHtNNPGEAnIqp1jq1EX9KO4ziuBXxV5vxd4POfvpYVOmm+CVC49PT0V37O1rc11eRqJGd1EIs7f8UKfe92xx0JLS9nPWbliBct8psd4PA4Ub48z5+QShPaybNky0itXOl7P/WyR0VHH+2tWrSLd3Q0F3guCXgBIJiEanTcqpJpxJyh0dXXNqQPVT3FqrR9Ntagj1a7oH2Gb4PYFyHgsZFiXa9jYHTP7A6QfZ9spNxzc3naCYxwl04a9tu96RWu5qSj5bSdIfataw7pQGtOhAKUxVe20CnDbaQQyaRPnA7cXOe1jwBtFJAKcQtYJodSbUn/HNZReKUaQt9McHaX19a+na8kS2l7xChgYqLdEiuIa6nioE4NTaYanK6+cDlZBwVyClIde7Yo+wDKH4yE4+qm6hkFLhNzp36HJNNPpYEz09o6lyP0oRzRHaI6V57RaaquBEeS+Va7DE5z6CVLfKpSKUg7LAtx2GoSzgU3GmAkAEVkrIl+ynfN14B3AA8CvjTFaca6RcdPJoA6LwFGwnkOAHQ/xW28lfuutAMTuvZem732vzhIpinuo46FOFFp1LLf+1ZG2Vdx9Y8FZWavWsAanARCoiAd7YdIy9ROPCItz0gkMwUknqDaSCOBIW9vZF6S244ZTr9W2qq9jzywLEkIiRz0jScPIdDD6Vr0wxqzL+Xu9MebCnONtxpiLbefvNcacb4w52xjzqVrKCiD79iH795d3kRrM+YSpuGQ1pNNIby8MD9dbksoo5fsKmeOh+fLL848/+9k6SeJjRkasfpEKztwkKKjjoU44J//ll9sI8qqjc9eG8vVjdzwEKZ3ADePRHjETFOPR4dQrM80CnLoJlNOqit1iZghq30qlDXur7FsiEuixWSlO4mtfo+PEE+k46STi111Xb3H8QSHDUh0P85NK0fp3f0fn6afTcfbZRJ54ot4SeUPIHA+ms7PeIviayNNP0/GsZ9F5+um0vfrVSDI5/0VKzVDHQ52oNo8Y4Ei7cRSgXS0cW9pVFA5uT0UJhn6Gp9MM5hTejEecn7UUHCHhAYl4cCOVwBktEwzdQKGxpxKnZzD7Vt94mpydRlnYJLTFK+lbwXVcKXMj09O0XH45YgySTNL6wQ/WWyQlwMRuuYX4H63NXSL79tH8yU/WWaIKKCXSt1zHg8+dT6arq94i+JrmT3+ayO7dAMT+7/9YcHuxckBKrVHHQ51ww7BeaKsJMTBpSPt8wJ3BjVSLRbadCQ5PBkM3bhTeBFjUZNdPMIxrL9rOQEB0k0wb9tgiW1ZUoh9725kKhn7ccMpAcPuWUpzoyEi9RQgOGvGQT4HPFf/5z/OP77ijVtK4R6WpFjOvuRkt0ygkEvWWwJ+kUkTvvZf4736X9/KSm26qk0BKIdTxUCfcMI5ikfzq8gbyVsL9jBvFJe2OmaBU3ndDNxBc/Tj7VvnGY2dc8opvDk2bQBTf3GcrvLmkOUJLmYU3wdl2gmJY2x3C2reUcjAFtopUbBRykhcwFKOVpg343ehUnBT4TiXAqRZKZbS++c20v/zl9RZDmYe6/EqKyPkick/m304ReZuI3CQij4rIj6TcKos+xFnDoLIJ7oIAGgBpY9xxPCSCpxvQtjMfbhSXjEaErkT+MDQYgFV9N2qDQCHHQzAm+27Uv4DgOmaUeYhW1l4UJ82f+ERlF4bJ8RD8qbJFsVSLIEY8KGUTfewx4rfcUm8xlBKoi+PBGHOnMeY8Y8x5wGNAF7DLGHMasBB4UT3kqiVuGQBBDOk9MJ4m18brTAidifKbqmPyP5UORCpKtdv9zWBvO0FZlbXv+OFW3zoUgBoYbkRaQZDbjjeOmYGAOGaU4hT8lnVltiJiGzZUdmEAfuMVGyGr8aCUT3TjxnqLoJRIXeMCRaQVWAc8G7gt8/LtwPPrJlQNSKUNe8e8Wnn0/yTHjcKbAImo0J4TRp42MDzt/x8kt/LQncaR/9vOyHSaAVvhTXuhv1LRvjU3QdQNuBMtA4WdnkpIKXU7tzAbS25+9jDrMaiUG/GghA9tB76hMovFPV4E/BE4FhjMvDYEHD/XBT09Pa4K4Pb9SuHApDCdbpk97ooZ9vZuqehesakEuV/jk9v3sNrFCur10M+D/VGgafZ4EZMVy9EebWYkmTUCNjy1lZXN7g1Q9dBPz4EmIGsQyeA+enrKN2zGD0WA5tnjXYdH6Ok56IKEFvXQzbYxAbJ964h4mi2bN1d0r0QqX89P9O5i0ZB7BmQ99PP47jgQnz1uGj9MT8+Bsu8zMJGv5wOjlffRQtRDNwBbD+V/5xzeW1HfmjqcP4Zt7x+sSM9z4bZ+uru7Xb2fkkMqBfH4/OeFBa/TA9QACR6aaqHMR7HvPCwpST6h3o6HVwK/At6ClW5B5v/+uS5wc4LU09NTlwnX4IEpIDsJPbozQXf3URXda1X/APSPzh4nFi6lu7u9WhGB+unntqkRsn4oOG5pJ93dCyq61xGb9rNvcnr2uGv5KrqXuFMxuF76OfToPiDrXPqr41bRvbD8ie2hvknYlO1qk9FmurtXuSFi3XSzc/cEkHWerFnQTHf30RXd66g9h+Dw+Oxxy+LldK9rrVZEoH76Gdl+EJiYPT5jzTK615b/mY6YTMNDe7P3TUVd+zz10g3AgYf2AllHw7OOX83R7eX/TG5vmYCns+0wmWiju3u1GyLWVT9KcQpOb8O+h/z4OPHf/Y72ZBKC1m6HhojfcgvpY44hddZZVd0q3tdHfMMGUmeeSXrdOpcEDAiaaqHMR7HvXNtDQ1E3x0OmgOT5wAeBI4EXA78EXgB8pV5y1QK3igNCMKunu7HV6AxBy0VPG8PuMZfy9JuDpRtwL1QenMU3A6mfCtN0OhNCRJjdIWMkaZhKGRJR/64sjCcN/Tl1PCICy1td2tUiAPVBlAopNdUiiBhD24UXEnvwQU4AxkdH5zzPzWfWhGSS9he8gOjmzRgRxn7wA5KvelVFt4rs2cPJb34zsaEhTEsLI7feSvoZz5j/wqCs5M73nYUs4sEE5XutIeLz7zxM1LPGw9nAJmPMBPBjYKWIPAYcwkq/CCw77Ya1i46HIOTpu1XgDYKnn/6JNJM56umMV1Z4E4KnG4CdLjr17E6rIOjHre0iIyKOXWMGfF7HYI/NKbO8JUosUtkE0NF2fK4bpXIkxI6H6Pr1xB58cPa45WMfq6M07hL/zW+IZtL4xBja3va2iu8lk5PEhoasv8fHabn0UldkDAzlRjwoSi7qyGko6hbxYIxZD1yY+XsSuKBestQatwq8ASy0bfkXhCJvruqnKVj6cVM3C2yG4+CUIZU2RCs0thoBtwpvQvAKKI5Op/O2vYxJ5YU3wdLPwRydHJpMs7TFv9sJuhktE7S2o5RIIQMpxI6HSKm1SHwY8RB99FHP7h277z7P7t1oyOHDsGZN8ZMKfKeiqRbhY3ycxA9+oDVzfE69azyEEi9X9IMwwXVrq1EIXiqKfUW/Gt3EIkJnXBjK7PRhgKFp43DW+Akv247f+5bdKbO8LVqVkyloTj23okHASkURstsrDk8bptOGuI+dekqFhNjxEGh0FdUVWq64gpEbbih+UpGIh4Ih9up4CCStb3878VtuqbcYSpXUdTvNsOLI0XdzZc3nIb2TKUPfePYzCLCiwjxrwBEO7nfjyLGiX0XbgeDlou92MY3JHi4fuLZThW5A9VOMiAgLbI6ZIKTqKPNQyOAJe3FJOx4b7LXK9TaRBpg+B8T5UVGEh6ZahIuREXU6BIQGGDnDRdoYtg65t7IWtMn/tuF83SxriVRVsG5hc7D0s8XRdqoLWgqS42oyZVyNCAmSbgA2D7nnlAFn8U2/9y27fqppOxA8p6dSIWVGPEQfeIDEV79K5PHHPRKohpRqGPsw1YJGcDw0MJFHHyXx1a8Sfeihec+Vvr7yHxDg4pKKExkfn/+kEBK95x7r9+Kpp+otSsloqkWN2TGSYnAqOyh2JkR3tcjhsYPTeccnL6oulytok3+7fk5a6LLjwcf6+cvANLm+gZWtUYdxXA72tuP3aBBn26mybwVs7Pmzy2PPouYIW4ezRqff9aOUQKFc9FSKUs2g6AMP0PaylyHpNObqqxm57z7Sxxzjroy1pB4r8up4qDuRv/yF9r/5G2R6GhONMvqHP5A644y5L9BdLZT50O/UQfSuu2h79asRYzDXXMPwQw9hVq6st1jzoiNnjdlmW1U7cUGcSBU/znbDamDSkPZxB7VHPJy4wF3jKLe4nh+x66da4zFIETO9w/kri9U6Zezbjfo94qHX47bj51QCY4yzby2o0qkXMKenUiFlRDy0fOQjs0XzZHKS5s98xiupFJ9RKIUktn59HSSZn+YrrkCmLUeupFI0X3JJ8QvmmbMWTJ/R4pLhQlNrHLR+4AOzfUPGx2n+whfqLFFpqOOhxmyzGUerO6oL541HhI541nFhIC+iwm/YHTNrqtRPkFZlh6fTHMhZdY9J9eHyQdKP3bBe01Gd4dgZtwoEzjA0ZUimfdy3bGOP9q0s+8bTTNi2qbV/vnIJkn6U2hB98sn84wY1LF1nDkOx+bLLyi/OGaKIB9m3r94iFCT2pz/lH8+XbjHf4lux71SdDOGgzo6H2B130HzxxcR/9au6ypFLZNeuvOPoww/XSZLy0FSLGmM3jtZWaRwBdCUiDE9nf5wHp9JVT5rrxXZbjv7azur0Y48IGfTxqvV2m+F4dHuUWJVV8p1bavpXPw6nVZVtJxoROhOS58gbmkqzqNl/W0ZOpkxe8UQBVrdX2bcKbMfqV5wOzxhSZZh4l2Ps8a9+lBKpJuxbQ8YdNH3725glS5icb8U8lxA5HoJSXLKiVAs3z280gvK9ukkddweKbNpE22teYx1897uMdnSQfNGL6ibPnPgkKqQBRs5wYQ/ndcfxkD9IBcl4rFY/dt0MTftYNzVoO0M+No567U6rKlf0wXLq5TKz9ajf2DmSzMszX9EapTlWpWFt142Pxx2HQ7jTg7bjY/0oVeB3I6gaXDCgmq+6qrwLaqVvNQ7nxm3dFHPKqcMuHNTRqG7+l3/JO25573vrJMk8qONBKYQ93NkL48ivK2tjyTT7crbSjLiQStASFeI56plMwUTSn/rpLbAqWy3OVVl/DFyFKLRqXS32vuXXOgZup3hBwByejnFZHcJK+VRjbolPJo2eoLta+FeGWlBstbvc+g+KP6mhMyn6yCN0nHACnStXEr3rLqJPP533fuTQoZrJUhY+afchGbUag4mk4amB/Mrpx3ZVP8HtDEi4vL3q/qr2aFVbaQKICJ3xYOjn0UP5+jnGhVXZoOjm8GQ6L01HqL6GAVi7zuTiV6fexv6pvONjq0xDgULjjj91A/DYwXz9HOOCfoLiEFaqpMQJc+yuuyq+1ld4HSkQJsdDQKIuChaPzKVMg6r5y1+uQhqlEZEqUi1MGf1E9u+n/QUvILJvHzI6SvurXkVk9+6Kn11T1PGg2Nk6nCQ30v+otihLXMgXd4bL+6Px2XlqIH/F+ozFCVfuG5R0i7/Y9bOkev0EJdXC7tA7cUGM1lj1w5sz1cKfbeepQS/aTnBSCbzpW8HRj1IiQXQU1AKNeAgW5TpEqnE8FLi26d//vbznK41PMjn/OS7Q9JWv1OQ5nuCT3x8dOWvIVlsoeLcL0Q4QnJU1u37WuaWfABR5M8Y4UgncaD9BiZbxqu10xoMRLu+FfoISDTKVMuwczV9NOdaVaKJgtB2lSnwyGfQEN1fk02kSX/86rW96E/Ef/7juejWN4Hho1IiHcuWa7/xCq91B7leN+r16TKSnh5Z3vIOWD3wA2b8//80aFZeMbNtWk+d4QTnpepGnn57VdezgQQ+lcqK7WtQQ++TfjXBnCI7xuMUr/QQgnaBvPM1oTm2KjrhwRLMbK/rBMI62DtkNR3XqzWCM8aRvtcWEqEAqo5LxlGEqZapOj6o1vcNJcndJXdka9SRaxo9tR3GBagwkvxtXLhpQsRtvpOWTnwQgfvPNjBx/PKlnPtN5YpgiHoJioFazq4Xf+4hiYQytb3oT0c2bAZBDhxj7n//Jvl+jiAdfU6rjwRha3/zmWV2v3rkTbrjBQ8HyaYCRMzzYJ//VbhU5Q1BSLbxyzARBP/a2c0xn9dv9QaFwcH/+iHvWt5r8Hy5/aDKdZ/Q2R2F5a/VDv4gEIhXF2Xbc2S41CLppBEQkLiI3Zv4+W0R2icg9mX/Hz3FNs4jcJCKPisiPxI3BshTUCKqMEvTW+o535B03X3ppxffyJUH9XCVQNL8/xHoJEpHe3llDGCznYh61ql/g5/ZUoux2XS+8+26vJCr8/Jo+LeRstBVPXKersrOMTqcdeehuhDtDMPTjVdspFC1jfDjwbrQVB3RNPwEIl7e3nWM6Y0RcssMc6RaT/ms7j3rWt/zfduqNiLQADwMzm6YvBL5pjDkv8++pOS69CNhljDktc039Nl334XhaKpGNG+lasICuBQtoP/10Z3i0i9jDiCN9fYVP1IiH+lOLGg9B7VfpNPHbby/4luzfT+tFF9H+3OcS//WvayyYx0xOFn27muKSoaHUPjE1Nf85HtIAI2c4SBvD044CZnFX7u00rP03wd0ylJwN2QZY3R5lkQuFNyEYqShP24onnu5S22mKCrlqThoY89l2oxNJQ+9w/o4WbuknCE4re9HWM10onDhDEMYeh36OcEc/9nFnaMr40qlXT4wx48aYU4FdmZcWAq8TkfUi8ssikQwvAG7L/H078HyPRbUo9P0G+Dtve8tbZv+O9vbS9K//Ou815VSYb2jU8VA7QhTxEL3nnjnfa7rmGuI33UT0scdoee97YWCghpLVGU21mB+f7GqhNR5qxL6xNOM5lnVnwp0cfQhGKsG24fwfFrcKb0Iw9GMPB3dXPxEmxrM6GZo2tLljt9eE3pEkuVOPlW3u5OhDMHYm8KqoLQQjnWDrsK3wpksRD01RoSUqs+N+ysBo0tAeD4mx4A2bgcuNMb8VkXuB5wF3FjhvMTCY+XsIKJiS0dPT46pwhVrOjh07GG9qmj0uUJVgTlLJpOsyuoVMT3OWbZu5pu98hz+/5z2zx4v6+jjGdl06nXaseG3ZvJkzizyrp6fHobfk9HTB1/v6+jhYA50tPXiQVbbXSv2uSmkD9ns9I5mkyXZOKpVytLlGaC+nGzOnXIU+++DQEEfMcT7A4r17WWt7f+++fQz09BDfv5/TCtyzEfRQCSd/6EMFX+/p6eGZ3/ve7LFMTTF47bXsf/ObZ9/3M829vZxiey33M7Xv2MEJVdy/VP2sGx1lgYv38xLHmDg1VZJczdu3F9V1tXR3dxd9Xx0PNaJQcTe30k6DsCrrVY4+BEM/22zFE4/pcE8/nYkIfTmOh8GpNMtb3Yk2qQV2w/oYV9uO/8Pl7fpZ62bbcaSi+KtvGWM8bT+dCWF8PKuTwSlDu4+ceg1IL/B4zt9L5zivH+jK/N2VOXYw3wSpXLb1Ox+z7s47iX7xi6RPOonxq68u637RWKxsGaW3l5ZLL0UGBpj45CdJPfe5ZV1fMnOERufKG9+wwfF+pECkwLHHHlv0UYV0EIvHC76+7IgjWOTy91qIxLJljtfcbE/2e8VjznEpGnX+Trvdpiuh0HdcTK6uzs6i58eXLHG8v/zII1m+bRstH/lIwXs2gh4qoWmOlf0z3vUux2tL29vp6u6mp6eH7u5uonfdRfNVV2EWLGD8i1/ErFkD6TRNX/kKsRtvJHXOOUx8+tPQZHdh1Z9Igc+d+x1GDxyo6v6ltofWtjZX71dLYpFISXJFCkRG1PLzqOOhRjgmt65O/v0f7uzVjhbg/1SLsWSa3WNZx0NEYLWL7cdhXE/6Sz9bPKoNAsFwWm32sG85t6r1V9s5MJFmeDr7nbbFhGUt7oVQdxVw6q1s849TrwH5GPC0iPwIOAX43Bzn/RF4MfBLrLSLum3O3vSf/2n9sXEj6TVryru4gjDyln/+Z+K33gpA6zvfyfBTT0EBA7UmBDkVQFMt5qYGNR5kYoKW978fGR0t71k+Jfroo84Xc431ZJLWd7yDyKFD1nEiwdh11xG9916aP/tZAGIbN5I69VSm3/SmGkjsMtWk1JTTHv2cuuOTVIsGGDnDwYZ+W/E7N8Odm2ypBD4Md95o04+mWmSxF79b3R6lycUtC53h8v4aeB2FN7vcW1L2e6rFoYkUO0bynVZu7doA/o8I2dBvbzvuRaKB/8eeBuTrwDuAB4BfG2M2ichaEfmS7bwfAytF5DHgEJYjou40f/7znj8j/rvfzf4d6e8n+tBDnj+zLAr1Lz9O9hvV6G8E3NZNgfYRu/nm0Dgd5iTH8RBdvz7rdADiN90EQMsll+Rd0vr//l9tZCuXarZUraUcjYw6HpRc7Ds2uFVYEgpFPPiriFnaGMeq7BmLvTMe/ewPW1MAACAASURBVLZq7SxK6l5xQPB/xIyjb7nYdvy+M8HTNt2csCDmWv0LKDz2+AlH0VYX2w4Uirbyl34aBWPMusz/e40x5xtjzjbGfCrz2jZjzMW28yeNMRcYY041xvy9qdEPYkOaol4VZZtDpdLb683zSqVGcx/TABEPJRXqHB+n5T3voePYY2l5z3tgfNx7wVym0I4GMj1d4MwGZGCA1je8gY5jj6X5ssuKF8osF1vEQyFkeLjk20WeeIL25zyHjuOPJ/6Tn1Qrnbv4yKapF/adfxqV+o+cIWGbvcBbp3sT3ESmiNkMaQMjPtqZYNdoismcsXhRU8S1HS3A/6kW9jQUN6NlwN+r1sYYZ99yUT+OnQmm/eXU87KwJPh/VwtHYUnVj9JINPJYM4dszV/JyWopdeXbzc+p22nmEb/pJhI/+xmRgwdJ/OxnxH/724aQK48Ab6eZ+OEPid9yC5GDB2n69reJ3nefa/cWl52KzZ/5DNEnniDS10fLRz8KtYwo0YiH6vGJ7A0wcgaf0ek0+3LyfKMCqzrczbl0hvT6owGC0ylzjIuh4OBv3YC39UGgUDqBf/TTN55mNMfJ1hEXlri0WwxAPCK0xfzr1Ns67F1RUvB/KsFWW9FWN+tfgP/1o5RJI078aixT4r//u/gJlYThl7HvvMz1eY2BsTHfhCOXxFy6HB+HTERA67vfnfdWa4EihQ1PoSiBRuxrBWi54oq84+bLL3fv5jOOh2QScSGSZaY2DIBMThK7++6q7+kaXn7fExNljTENy3w6mp62xoY69x11PNQA+4r1qvYo8Yi7QZl+Xlmzp1m4WVUe/K0b8LbwJvg7IqRQ23EzRx8KpFv4qPimvfCm233L76kE9r7lun58nopSLSLSLiJvEJHPi8g3ReQqEflbESmtdLjSuNRw8tq5bl3pJxeSa3SU1te+lq4VK2h7yUuQgwerF6oBIh5yc/pnaLrySrqWL6fj1FOJFthVpCa4XeOhgLMofvPN7j7DjySTRLZu5eQ3vpG2N7yh3tL4kvgPf0jnqlV0HnMMsd/+tu5GeVUUcapGH3qIjlNOscaGZz+7hkI5qf/IGQLsxe+OczmcF5zGkZ9W1jbaCrx1uzz574hLXu7tSNKQTPtjcBmdTjtqGGiqRRYvi5LO4OcaIRsOeqsfPzv1Doyn2DWaXUmLCaxpd1k/Tf4uTlopYnEp8DusLS9/A3wZuBFYBdwiIoU3rPczjThp9UqmGqZHyNBQVfeK/+IXxO+4A4DYgw+S+M53yhKvIA3geChE85e/DEBk716aL720ztKUyHxtyc26CEFiepqmz3+elu3b6y2JP5maovUf/xGZmkJGRmj5kM9/koo4Hpovu4xIX18NhZmbxhw5A0aPzXA8zeXigOBv48iuH7eLJ0ZE6LAZ18M+2blh63CKXB/Jmo4oC5vc7bZ+TrWwtx23iwNCoV0//GE8TqYM222pFqctdrdv+TmVwN52TlwYpznmdiSaf516lSIiEeB6YAx4njHma8aY9caYHmPM/caYLwPPBdpF5Af1lLXhaURHxgylyFavnR+MgcnJ2Yl48+fyd11t/sIXqn9Ggzoecok9+GB9HlyDXS0Ui8QvfuHdzWvZf+tQ40H27cs7LhRBFAiMIfbww/WWYpaKR04RWS4iL86EUb5IRJa6KViQ6B32Nkcf/L3y6NCPyxEP4F/91KLt+DnVotdew8CDttMZ96fxuGMkSe5P9crWKC0uG9Z+TrXY5hh33K0tA+FMtTDGpIF3GWO+PtduEsaYtDHmauCSQu8rPqBSQ8BrYyadpuXd76Zr2TLazzsP2bnTm+f4wPHQSCS++93KLw5SXQ43CdKWrvNFPXnheChUnDNoTq5kkpZ3vrPeUuRR9ixdRJ4FfAYYAdYDh4G1wAdEJAZcboypU2JZY7LNZhytdbmwJPg31WIsmV94MyJwVJsXBkC+fgYm09Dh+mNcp9eWg77GE6eVPw1rcBqPnuinyZ/Go90ps9qDcWeBI1rGP23Hrp+1NXAI+yVaplqMMftzj0XkROC9QKftvMaaEVVL0CatxWjQiIfYHXcQ/93vAIhu2kRTJvXAdWrtePBT2yrwvbdcfDFTb35z4fPnMzo11ULxov37ZUvWKojddhuJX/+63mLkUdZMS0QuB04B/sEYs7vA+2uAfxeRm40x33RFQp9jjHEYj2trsqLvjx8p++T/qLYoiaj7kxW/6qcWTiu/6mYqZfJy9MFKRXEbh358UlzSvluMF+NOh82hNzRtSKUNUZeL53qBPZrIG8eDf516LnMj8AfgbsAfA0wj4MZk2w81HlxkxukwQ9P3v096yRL3H1SJU2V8nNj997svi0+IbNlS2YUVtLXIli2kV6yAlpbKnukHghTxMB+1cjw06LhWKU1f+1q9RXBQ8kxLrFLxjxljPjvXOcaYXhF5NfAKN4QLAgcn03nb77XFhCNc3O5vhqCkEngx+Qf/rjza9bPGi1QCn65a7xrNr39xZEuE1pj7fcseLTPkk/og9mgQL/pWNCJ0xCWvZsrwtGFBU+NPiJzRMl5EovnTqecBzcAHjDHBXroM2KRVKUIhoy+dnjMSQvbvp/O44zwWqsGptH9UcF3HWWeROu44Rm+6CbM0oJng6niojjCkWjQgJc/SjcX1InLtPOeljTE3Vi9aMHhqIL9hr+6Iur7dH/g31eLpAbtx5P7kHwpsiegX/QzWY1XWHwPvUwP53movVvTBv049Z9vxpm/5UT9pYxzFJb1JY/KnU88DLga+LyLH1FuQ0FHPiIcS5zpe5G9XIkdZFJK5WFX5K690X4YSMPUwTt3+Piu8X/Tppxtyxdc3BL245NTU/CcprlPJ8uCbcg9E5HsuyRJIHrVtpXnKQver7oN/w+UfO5Svn5MXqX5mODSRv91fIgLrPDCu22JCbnbLeMowlWp8/TjaTs36lj+Mx8cO1qZv+dGpt2MklTcGdCaEo9u9SNPxn27cQkTSIpISkRTwE+AiYHPm9XTm9UDh+jQ9gKtvMjpa+4fWSo9FHA+J666rjQyNQLn69tDobPra1wLZj4BgRTzUwfFQKOLBbSeoHDhA7I47kIMHXb2vn6nE8WBv6S9zQ5Cgsn3YuWWbF/jVOLKnEtRKP35YebTXvzi2M+b6dn8AIuKMmPFBKopdPycu9CbiwRlN1PiTmNHpNAcmst9hTLxxWkGhNKbG1499XD6hK07Eg0lcq82pN5GytjkNA8aYiDEmmvkXKfDPmxAcpSZUOkGXiQnni340DAvJ3IhFEIMQ8VAlzR/9aL1F8IYgOR7qgcfFJaW3l/Zzz6XtNa+h/TnPQXY7SiOGkkocD66MKCJyqYjcLyI3Z7bk3Cwi92T+dbnxjEZg+0j+D9EqD1bVwLmy5gfDEayVx1xqpR8/OGZqpRsoVECxsSYOhdgxkm88rmrXVIsZ7G1nZVuUmEcFHx11DHxQfNMxLnuUhiIivnR6eoGIvF5EviwiXxKR19RbHqVKGsy4bAh020dvqLKtNf3gBzAw4I4sSn2o1XaaLtL8+c8TOXAAgMi+fd7tsOMzKnE8LBCRe2f+AYtzjzOvFSWT53myMebZwM1AF/ApY8x5mX+DFcjVkOwYttd48GpV1n+pBCPTafptq7IrW72q8eA//Wy3G9YetR3wp3G93b5dpGdOKx/qZqQ24w7406lnj3jwqu2AP/XjNiLyTeCjwG6gD/gnEfl6faXyAJcnx5HDh129X6XIoUNE7747P1y4hM9al/oCJRK9+25kx47Kb1BqjQdjiD74YOXP8SNl9oNIb6+r9yv4jIwBqPgULxydBfpr9IEHXLt94mc/yz/+n/9x7d5+ppLZ6ItceO4LgYUicjfWJOQh4B0icjFwtzHmwy48o+4YYxwrj2ocZbHr5qj2qGfb8Plx1bFWhjUU2rmhsfUznTbsGbNHhGiqxQw7ath2uuL+S7VwjMseOmYsp2f2eX5wenrAa4GjjTFTABmnQy/wwXoK5TaxQffXTCIbN5I+/XTX71sqsmcP7S98IZG9e0kvXcrIbbdhVq8u8eISf8/rED3RfuGFmNZWRn/xC1LnnuvOTQukWjT/0z/R9O1vu3N/v1Dm9xnmLUYbmoAXlyzkeCiYCuYWUc0uhPK204wAVwOfM8YMFzlviYhcaYy5osjtjgAOGGMuFJH7gMewql7fD2wTka8YY3oLXdjT01OqyCXh9v1yGZiGkWTr7HFzxHB451YGPOjLEymA7LMGJ1OufDYv9XPfwSjQNHt8RGTKs+eNDESwdnSz2Dc4Sk/Poarv66V+NvU1AdmBKjF8gJ6efZ48KzqdIHc4+Mv2PawcrS5f1Uvd7BoX0ia7P/eSRJqd2zZ78qxDU5Dbtw6NTzd839q4Mw5k66W0Tw3Q09PvybNSo/nP2rr3AD3xvVXd00vdAPzlQH7fig7uo6fHG2dbPJn/rCe37aRzoLpnua2f7u5uV+9XgD9h1YO6PnP8cuAPXj+01izzoIBgy2WXMXrLLZXfoNow9X/7NyJ7rf4c2b+f5quvZvxb36p/qoULRpGMjdHyoQ8x8vDD5V9c4POLMfm5yMPD4XM6eEG921qj0sARRa7jRRuodbsK0/dVhJIdD8aYtIjcDNwsIl80xtyQ+75Ye0S+Dvgw8JF5bjcEPJX5eyuwA7jfGJMSkV3AUqzVEAduTpB6eno8nXA9cmAKyIZ3remMc9xxR3nyLGMMsfv3kMz0o8m0cPTadVUVI/RaP3+cHgGyK0QnLO2gu3uVJ88a6Z+Cx7PfxVS0uepnea2f/sf6gGxI+LOOO4ruxQlPnrWy7zAcHJs9bl28jO7utorv57Vudu+ZALJhv8d0NdPdfbQnzzoqaWD9ntnjkZRU/dm81s/QjoNA1nN/xupldB/bOvcFVbB2Yhh2Ds0exzoW0t29oOL7ea0bgP0P7wWyxv+5x6/2bDvW5TsPwmD2u2g/YgXda1uKXFGcWujHA54FvFpEDmGleC4AdovINqzdugOxzebiahwEcxBzMfS3EhI/+lH+8U9/2hiOB5eIbtlS2YUlpFrIoeoXN6pFfFx3InrXXUT27kXGxuY/2SfENmxw7V4yPu7avQo/oIEM5RpFPHiJ0YgHoMxUC2PMnSLyMuDjInIJltV4GFgMtAG3Ai8xxsw3SjyMle8JsA5YBPSKyHpgFeDtcleNcORZexjuPFPE7GBOYbeh6TTNscZt6PbigN7mofsr1SJtDDtH7e3Hw3DwuL/y0J2h8t618+YoxCMwk30ylYaJpPFkhxG3sBdP9DRNx9G3GtsgGU8a+saz7TsiVpqXVzjryzR23/KIQrHsBg92oFTyqXp7uLmMjxLum/jxj0t7RkCcGA25q4VPSXzve7R8/OP1FsMT4tddx/RFF1V9H7tTsCDV9K1G6pdBiHiIVFJWMXiUbclk0iw+DXxaRJqBhcAhY8xkGfe4T0TeKiIPAk8C1wDfBRLAlcaYxqioVCWOXQk8NKzBKmJ2MOdbGJpKs7SlcR0Ptaxh4LcCb33jaSZz1NOVEBY0eTdoOWuENNAPTgGcxQG961szTr3cQqiDU+rUm8Fv9WV22nSzojVK3KPaMlBgx6EG149HfAurPtSMMgQr0qFxO5FSnBIm7fFbb62BICVQK6PFvoLaSIabzwiq0wGg9YMfZNAFx0OoUMdDYKhqNmqMmQAqSuY1xvw/20vnVCNLI1JLwxr8V8TMsSrr4aq1Y1V22mCMQRoplCyHWhrW4D/jsVbbIc7QlRD6c2oODU6lWebRDizVMjCZzuv7zVFY1uKl08ru1NNxJxe/OfU84ijgKGOMN0VqwszYGPHf/pb08uWkzjuvds+ts1Ed2bWL+E9/WlcZHPg4rSHwFGqvAwPEf/970scdR+rMM2svU6Pj8fxY9u6l5dJLSZ16KskXvrD4yQFItaiZ48EYYn/8IzI83JBRWN5aMyHHsR2iGo+zGGMcW416qZ94RGiNCWOZIhhpAyNJQ0e8QR0PdsPac6eVv1Zla7kdIjideo28c4N93Dm6Peapg82ZauGvtuP1uNwZ98+47CG3A0+KyJ/JKVxjjHlB/UQKAMbQdsEFxB55BIDxr3ylps+u971a3/e+0k70YvwrJLOXk3w/RU806IJOHlNTdDzveUS2b8eIMPajH5G84IJ6SxUa5NAhOk88EYD4jTfCVVd5+LDK08VcpUaOh6YvfIHma66pybMqQR0PHrJntLbGozOkt3F/qEaSJs94S0S8XZUFSz8zjgeAwck0HfHGDH2yt52jPW87/lqV3TOab7wdrU69WRxtp622404j6wZwbMPqfd+y6afBt6r1iFcDFwEj9RYkSETvu2/W6QDQ8tGPOk/yk8HqFbXSgUY8+Ib4//4vke3bAasOSuvb385Qvzc7P5VFIzltPJQl8fWvl3dBEFItalRcspGdDqCOB0/ZN54/wT3S49BsPxUx67NN/pe1Rj1Pe+iMR9hLbp6+wZs9Rqqnz9Z2lnvcdvxkWKfN/2fvveMkK8qF/291nJ60M5tzYmfJSQliQhAMiNd09fVeI+Lr9aeEV4VrRK+KFwO+VzGAEVDMr2K4GIkGolxYJO3OsruwOU/ufOr3R0/oPuf0TIdzTtXpqe/ns5+d031C9dNV1fU89QTJvox9bPlvtCpnMKuvfMoTJ4L/807YjFZ7xirls8TnPDhhk49PPEkpofTdlJfqgbvUNKc1iPhcdhYIZrcwjMYRlzYnv/1trEWLyF1wAXR0NJ/YMwhGR0nccAMkk+Te9jaIx2e8pBWIlhnsAEShUOXMgFHQZ6J33UXsgQcCfWbszjsDfZ4bgY9PnYxKCjGGB5/IFiWHs1OdOiJgQZvfylF4lEeHcuSztwO4VLbQeOdxn00+fucTCFOoxUDWovyr644L2mP+9h+7u7zOoRZ2o5XfRhm3UAud86fsS9uNnsHLZxZyd9nfenaMVsWvxfV095VyVi6yk1/5CgCxW29l7Je/9PbmPn2P7W99K/HbbgNKynj661/35TkGRcwwDmN33EHHa14TUGPKqLc/t4LHg0kuCZTqaRt8YL9tcTu/LULUx8zpEK5QC/viP4jqG2FyCbcrj/6HoYRnV9ZutAqm74THqGc3Wvktn2RU0Fb2iIKkIqRJN+z9Z5HvHg/hmXe8QAgREULcIIRYNvGalPKT9n/AD4UQRssJK9Ms2iMbNgTYEEVM8/njd96JOHxYf6+QgYFJowNA4oc/9P4ZuhIGbxQvmOFzpt71roAa0hy+eCcE3AekMTwAxvDgG3sUKEdhCrXYPRbs4h/c5KPvD8+esWANMz0h2pV1yiYIb5nwKI+77WFMCryJwjW2gjXq6WwQ9gIppQV8HviBEOISIcSc8veFEL1CiMuAa4HPznQ/IURcCPGbsuMbhRD3CiF+LYRw9doUQpwqhNghhPjr+L8jm/tUaml73/tIfOlLkM9XvlGjV0H8xz8mdemlxG691btGTWd42L/fs3vpRPSuu0hdeinx731v5jZns559ruhddxHZtcuTe5UjxsY8v2eYafvgBxF796puRqDUPVa9wng8zFpMqIVP7LQleFvmc4I3CNeurA7y0VW5llIGLh97dY/hvMSSkoiG7rI7bLJZHkDfcbrL67tQVjG2uhORCk+CobzFUvQrN5otSvZnptoZESpyYOg573iJlPJxIcTZwFspGSBSlEIsBDAE/BQ4V8rpV37j190HrB8/fj4Qk1I+RwhxJ/AS4Lcul/YC10opfUyVHhzJ668HQKTTZD/84bqujf3+9yS/9S0AEjfeyPDdd2Mdc0ztN2gkx0MLLrAjW7fS8epXI6QkceON5M85Z/oLolFPFBuxbRudr3pV0/cxVOK2g578xjeI3ncfoxrkH9ACndZ/rVBOM6DkkrrT9K+DEOJEIcS/CiFSQghTi2Ycx+Lf58UtuGVP11c5smfeXxqI4cG+a62nfA5lLcpzJ3bGBN0+l/2MRkSF8UGir3JtH1vB9J3wKI8O+aiYezRNvmmfdxalIsR9DoFzM+oVLT3HlpdIKS0p5Q1SyvOllC+WUp4tpTxLSvkqKeUPZjI6jN8jLaU8Adgx/tJe4Mvjf0+3fukFXieEuF8I8XOha8KROmkkW/mE0WHyHldc4U1jpvv6WkPcFSQ//ekKZTU+k/eIR4aHNhVlBmcxsYcfnnVeDyqoO3TCeDz4S4CyaMrjQQjxceB/AYuBXwFXCCFeKKX8dy8aF2ZU7TqWo+uOPughH12VRzfZBLFunpOIMJyfevZgzqInqd9EaS+HGIy3TDhCLTIFyYGAd/QhPKEWOxX0nWikZDgsT0g6nJf0JM2iv16klP0AQojXABbwxyqnbgaukFLeIoS4GzgTuNN+Ur/HVSFO8fRu7pS3ef6ePayu8/rik0/W9blPtiyH71J/fz+JXbs4oco1O7dvZ6i/v2Z5bN2yhRNrblH9FIvFaa1Utcjj6CeeIFHHM5/aupXYoUMcX8c1bm066skn63puPfeO79/vkHuzY0Jkszz70CHX95555hmOberujfP0tm1kytZRqwYGWFDl3G0bN5IbGvLkudXGQDU5n5DPe/Z99/f3u96v/NnTjdGdO3cy5FPlnKOzWTpmOKe8nXP37GFtE89zk/e83btZ4+H9YgMDLL7hBmQ0SnrdOubY3s/m857+5ti/O8uy6K9j3i2nv7/fM0NkX1/ftO83G2rxHkoukBullKNCiDOBrYAxPGgQSqDrriM45ROEu3xYQi1U7OgDDq8KXSs3qNjRD0uohT2/w+JUhJjPO/rgVvUjHGMriHkZSv1nqMyoN6CpUS8MCCH+CbgEeKWUsloNvG3Ao2V/L3Q7aaYFko6Utzm+aFHd18fj8bo+d8TFPbivrw8xTdnFNTffzNjb3lbzM9asaXT5XxvRGVyca5FHMpms65lHrF2L6Oqq65pyJtrUlko1fI+Z7u3WvmbHRNvll1d9b+XKlU3duxlWrVqFVfbZUnPsauEUq9esQa5Y4Wt7qsk5lvDOzNTX10fMZZzW+h0vW7aMRT7NkW01fM6Kue7hhxt+lhTC9TPHF1QzPc2M2/06zjuP2N13u5xdIplK+fqbE4lEGr5/37p1gXlkNPuUAUoujROr8DWU4jdnPTqEEuiqOBYsyR5b1YYlKtzBNVUeVSlHc5Lh9Qjxm7CEWtjzXwTWd0LiEaLCaAXhKlerM0KIxcDlwPlSyuFpTn0/8EYhRAQ4jikjhCEA77m4iZEPBz70BXtoj6FOQpJotWl0CLXwMsfD6Oi0RgfAhDaN06zh4f3AbUCvEOIW4HbgfU23qgVQsaNv33XUdfG/N21RLJtD5iUjpGIB7MqGRHm0hxIE5vEQEo8Zu1HPhFpMoarvhCXUQkXfgfDIJwS8DVgC/GG8WsU7hBBrhBBX2877KnABpcSUN0spHw+6oX6RuPZa2l//ehLf/KbSdnha3i4EylZDMelefK5WUlZ0+p49yFES2bqV1AUXkLrwQsTTTzfXnsFB2j7wASI7dzZ3HzvNyFynvqd7jgd7xSE3dJKnnbDkeJBS/lYIcT/wHErZqu+VUiqqzaIPqnb0uxMCwZT7yUQSs2gArtb1oMIbBFw8QjRVHlVUbQCYE4JQi6GcVdGuZBTmt/nvHhaWUAuVoQTlhGVsqZKProYrXZFSrhv//3OAW4bFy2zn7wZe5H/Lgic1XtUi/qc/kXvNa9Q1xMOFassm8zOGh5Ym9Y53EHvoIQAiu3Yx+rvfNXyvtiuvJPmd73jVNP1pNY+HsBMWwwOAlPIA8N8etKVlULWjHxGCroSoUIp0TGKmLJQgJLuO+shHv0nZzVU+iMSbXfFKo95IQVKwZCD5E+rB2XeCqZgcFo8QdWMrHEZPQ7hI3Hxz/RfVO182Uk6zTpLXXuvZvVzxoq2qPB78ZDYbNZr9brLZSaMDQOyee5q6nQlRmQEfxpLw0PDgqQdYi9PUVqEQYqMQoserxrQKO0cr810FtbgFZ7jFgIYL3B02+QS1ox+WXUeHR0hAcehhMDyoCiWICBGKOH0VZXwhPEY9Z6hFUIaZcMjHYKgZDxfaiZ/8xLN7aYOUtblfz4QfxgEpSV59NZ1nnOH9vUNC5KmnmruB2S1vjlbzePDZ8BDZvJmOV76Szhe+kNjtt3v/gAANJ836KP8VUOjrpye7Ris7c1DKEYRj51FdHLr+spFSKikXCc4EeDrKR9WONbgZrvRTHnUJtdCx76QLkoNleUsiAhalgsniPCck+XcMhpZE0c5+7K67lDx3JqJ//zttV15J5OBB1U1RxrQeCrPZE0RXZrnhoe2jHyX2l78QfeQRUu96FxSqFXTSn2a3ex4APiGEOBW4d+JFKeX3mrxvqFG1ow9uJSONcjRBKiqIR2Ci0l/OgkxB0hZAGEytHMhYZMvE0xUXDqXOL8LQdxwx+gHt6ENJPtuZer6OyqOqUqxhCCWwezssSUUDC5VxVhzSTz5eI4T4+EznSCk/FURbDE0QQKiF76hoq5Skrrgi+OfWQNtHPlL9TSmN4m0o4Wc/MB4PdRH/wx8m/44cOEC0LMzHE0Lk8XA6cAeQAs4a//eiJu8ZelTtWEM4dh5VZZYXQmhf+UPljn4oQi2UykfvcqzpguRQ2Y5+VMDioHb0w+ANonBedpaq1U8+PiDK/h0HXEip/PYcStUpnqWuaYamCZPhwQtUfV4flD+RTld/c7Z9r260kuGlyc+S+MY36Hzuc0u77AMDTTcn8a1v0fm85xF9PLhCQ7HBQVIXXEDn855H/Kabpt7Q0fCQTtN22WV0Pu95JD//ebAsxLZtjtPE7t3ePE8BzVa1uMCrhrQSqnYdIRzhBKri0KEkn4PZqePBnMWiAJ8/E2pDCfRWrEGxfDQ3Wjl29NujgVW0CYPBU+W87Og7mpaq9RIp5Scn/hZCbABOllIeGj/+DKVQTUPQeKVUzTYFVYcdWq+Yrm06t9tQP018n5H+xp0G3gAAIABJREFUflIf/CAA0ccfx1q/nuxll81w1TT327yZ1OWXN3ZxE5+ja8MG2LABgNTFF1M45xzk4sXe9vVa7lXD3Bv/2c9IfvvbAEQfe4zCC15A8mtfc5zX9vnP193EaQmLx4MQ4q1u/7xqXFjZbc/xELA7eDm6KY9FS7InXSmfIEqNTqD7zuPuMafyGBRh8HhQKx+9jXp2T6sl7cF4O4D+sgFn31naYeQTIL3A2rLjFUCXorYYvMAoqMHgU3LJht4LM1JCsTjzedBaHg9NkPjmNyuO2668sqn7Jb/whcYv9qhfCimnquho6PHQfsklFcepD36Q+H87C0dGH33Uk+dNEhbDA1PhFWcDbwG+DZzXbKPCzp60OgWgx6ZY61bV4mDWwirr371JEWiOhZ6E3vLZazPKLA5QsXbIRsNd2b2OsRWgfDQfW/tssgmy73TEBOXDOFMs5U/Rib12w0xKZd/RSzYB8F7gt0KIR4UQ/wBuBS5W3CZDFcSBA7S/+tV0r1yJGBlxP6lVFVSPSF3cfPeObNlC7G9/86A1deDj9xrt7/ft3jPR9Zzn0L16NYkvfcmbG7rJKSRjovPkk4nef//MJ3pduSObnfmcMlIXXgjThQU1SOLrX6drzZqmcrB0nHsu3StXkvzsZz1smZPoI4/4en8VNKURSykvGP/3dinlucBpQH09q8WQUjoUgIVBLnBtyuNhzZRHu2K9KEDZgP7KtUN5DChGH6AnWWkA0k2xzhYlh7NTP+wRAfPbgpNPr91bJqvXIsNhtApwbAkhHPLRrf/ss889ARpm7LLRbV72Gynlb4CVwJsobVKsklL+Um2rZik17OYmrr+e+J13IoaGAmhQa1KeDK5Rkl/8ogctcUGRx0PyP//Tt3vXghgeJvUf/xHq+HgviG7dStuHPzzjebKnJ4DWVCfx858T/81vxhvjXb8U+TyRw4ebukfsgQcQQ0O0ffazpdKsITE6VSVEHg8VSCkfBo708p5hYzAnyZTpjqmooCse3I6+UznSa4Fr33UM0igD+isA9jCUIOXjFqZTtPSZTO1GmQVtkcByGICLUU8zxdo5toIzyoBzV1+/sVUpn6BKaYKz78zCUAuAl1LyiNwMvEMI0WxVLYNPtH3mMzOfFPaFdr0o+LyJH/wg8Gf66vGwZYtv966HyKZNzd8kxB4PALEHH5z5pLY2bx/aQAhL6j3vKf2hsWwT3/ym994hLUyzOR7uEELcXvavH9jpUdtCiX1xuzAVQQQYL9ZjiyXWbfFvj7MOcvEP+u/q71Eon1hE0G0zkg3l9Zns94ypM8qA02ilm7fMbrtiHXDS1F7Nw5jsYyvI/tOdEJSPrOG8JK+RUc9vhBDXARcBHwAKlMIzv620UYbm0FgR8IPoY4+pboJnRJ94oup7HS97GWLHjgBbEzyiUJjhhKnZOvbrX9N19NF0PvvZleEJXhoeNFVaY3ff7fq62LePjle9iq41a2j7+Md9nQtEoUDXmjW0/5//49szPKEGGUifdUGRTtP+r//a2MUBzufN7jj8h+14SErpcXHRcKEy6z7oH4euXD6aK0eq5TMnGWEoP9WGgazlULhVoVo2pu9Mj8Oop5FhRkqptMxxRAjmJERFbofBnMX8Nn0q6vjMa4FVwBYpZUYI8XpabZNiliniofq8YWqrYmIPPUTymmvIeJ01XydyudrOKxRIXXIJkfEykm0f/jCjt93meXOi993n+T39JPGtbxG76y4AktdcQ+61r8U66aSZL2xQ8W42LCIQajAeiQDmofhvf9vYhWEJtZBS3lX+D3hSCLHak5aFFPvif3mnWuXosGZx6A75KDbM6CSfdEFyIDM1eUVFsAkCQe8cITtGK3cpgu87ensTKTc8aNx3DmQssmXi6Y4LRwlQv9E9FMVndgBHARMT7vOB1gq0Hh1V3YLmyGYhk6n9fKPMtyxJWzWDliOfr+m0yJYtk0YHsIUneOjx0PYf/9HQdTXhwzhts1WnaLvqKs+fETpq8VpJp2s3erUwzYZa/NH+EnBvM/cMO9tH9FKsh/J6LW53qN7RtykbQxrtWu+yyWZJe5RYgDkMwBmqo1P/sfedwMeWo+/os/C2pFRueLCXqtUpTEd13wG9+08A/BvwE2C+EOIx4Mbx11qGaC0x05oSu+UWuo84gu4VK0h897u1XRQmw4Mpj2gop9a+W28SzkbHRK1lPnWl1vHVquNQiJq+++imTXQdfTTRKiEsSglRqEUNvjWzC+cCN9j8WbrXi3fIpzNY+dgVa53ko3pHH9wTTOrCDrtRL2BvIqds9Ok7+9IW5TainoSgKx7sjr7O8nEYhAPuO6C3fPxGSvmAEOJYSsmnBbBRStlSWz+pyy5T3YTacFn8t//bv02WzUy9//213SdMhocwtdXgO2ImRT/o/jJb+merGh6oPYwicvAgqQ98gJF77vG5RfrS0MpUCLFVCLEF6BVCbJn4R8l18hpPWxgyVIcSpKKCcn0jW4RMQY9JTbrsyq5Q7PEwoJNirThMB5y71jrF6e9UGKMPbn3HQmqyYFDt7QBOo6dWfUdD+cwmw8M45wGvBLYC72q1qhbR/n7VTWiYCaODwTAr8MLDYBYklzTUQR3f/XTJXZURAo+HF1HatXgQOKvs9YNSyln9C7ZjpHLXOugFrhCCOYlIRa6AgZzF4pj6JGaHsxZjZUaQjphwLMb9RuddR0cYSsD5HUBv5cjh8RDw2GqLCZJRJnMF5C1IFyXtMfVWfNWeRKC5t4xiTzRwMVxplF/Gb8arWhwBnAz8F6WqFqcAb1fYrNmJV7uOmhhdDYa6qdXjIahQC1VjKWiDRwt7PITeeKS74UFK+TSAEOJPE38bxnf0x9TvWvfYDA+DOSvwJIVuuMVZB1lqFJw5MHRSrFUnJgVnHLou8skUJPvL+nRElHJgBM2cRIR96fKxJWnXYN/WPraC9iQCvY16WowtjeeeAGj9qhaG1sUYWVoLzXIq+FrtYJo1duwPf/D9GbOCGnM8GEo0W9XijfbXhBBdzdwzzNgzp3fFhWMxHgS67lqrTiwJpe+knOGcxNJkwrDv6KtxB9dz19peCnFJKvjEm6CvYUa1pxXoKxtw5k/RY2zpI58AaP2qFrOMIErDeUUj5fjE3r2IbdtKByH6rIYa8MLjYbrr6kQcPNjQdc0Sv+UWT+8ndu1CPPPMNCe0poEisnUrYu9e1c1ojrCU0xRCnCOEuM+W52GXR20LHTpkTgd9lUfVyQEBYhFRYXyQ6JNdXof+45bHQAd0SA4I+uYx0KPv2GSjybgC9WE64GYQ1kc+AdDyVS1Cgwm1mJH4zTfTdfzxdJ90Em0f/7jq5hg8pv2SS3y5b80VYcqI/u1vRHbs8KE140wzThM33eTZY+Lf/35pzJxwAklbuc1WJ/7739N5/vmqmxEamt2Ovw64FNgPvB74OfDVZhsVVnRY/INbLLEeypHqxJsT6KhcuybeVBKnb1OOtOk76nesQV+jng7JE3UNJcgVJXvLwmMEsFRRmE45Osw7QSGlfAA4FngW8EZgvZTyfrWtmqV4ZTBoYcND+wUXIHKloivJa65BHDiguEWGQKnB48HN4yf1kY/U/aiUT0aQQBGC9osvnqwW0vaZz0A6rbhRhroIi8cD0Ak8ANwKLAc+DLyplguFEP8uhLhXCPE7IcRCIcRfhBD/EEJ8tsk2KUMHV3kwoRYz0a2hfAZyktGyxJvtMeEo/RkEuirWuhr1dOg7oElFFE1ls2usSHkvXpSKkIjqMLb0kE+AvAZ4B/A24BWK22JoArFtW/iTqdVBZNMm1U1Qw9AQsdtuQ2zf7nxvbIzY7bdPhaPMNjxS1KJPPeXJfdwQTz9NZHcAEW0uXlTGWGeoRrOGh5uBHwO/Aa4ArgTyM10khFgLHCulfA7wO+BLwC3AicDLhRDrm2yXEnTILA9uO4+6Ko+K5KOhcr3dFqOvIvEm6LtrbQwP1ckWZUXCS1WJN7s1zZ+ig1EGcBgSdeg7QSGEuBZ4H6WEknuBDwkhZq13pFI8+F3pOuMMYn/5iweNCQkazGOBMzxM55ln0vG619F1xhlEHn546r1cjs4Xv5iO176WrjPOIPq3v6lrpx80muNBM7pPPFHdw91k16I5Hgz10azh4T3AF6SU9wJfBDqAN9Rw3YuBXiHEn4EXAGuAP0kpLeAuKkt0hgZdQwl0WeA6Qwn0kI8OoSi69h1d3MF1CCUA6Enql+Nhl002i1MR4goSb0YjosL4oEv+FF36zhxNDcIB8VrgTCnlF6WUX6BUkvv1aptkaBSRTtP2qU+pbkZwhFwBbYTEDTcQ3boVADEyQuryyyffi//iF0SfeKL0XjpN6r3vVdJGpczCPlEXxvAQKoJMFtzUlrOUUgL3j//9I+BHNV66ANgvpfwnIcQ9wGnA4Ph7Q8Dcahf29/c33mCf77f5YBIoW9Qe3k1/f/CKSXYgBiQmj5/ZP0B//76G7uWVfAoSdo2mKEVYlxjbvZV+BYlgI9kE5V2/f/tu+vONlVfySj7/s6vyO+sqjtLfX38m7mYpFY9onzweyBYb/oxejq0th9oot5PKQzvpV6C45Ycqv6dt+w7R32An9ko+fx+IAG2Tx/Oiec/nyVppj7QxVPY9PbxpC8va6v+evGz/hu2V31lHbpj+/kOe3b9WDmUFkJo8PjjW+Pfk9ffb19fn6f1c+BvwcuBX48fnUQrRnBEhRBz4hZTylUKINuD/ASuAR4C3jq9D7NfUdJ7BUBMKuk70rrsCf2Y58d/+tuI49sADU3/fcUfFe9EWC7eIbthA4qMfdVWU4zfeiHX00Vhr1ypoWYgw021dRDZuJHrffaqbEQhNGR6EENcDF0kpR+u8dAjYOP73FmAhMGf8eA7wdLULvVwg9ff3e3q/Aw/uBqYMDc85ahWru4IPJ+iLjsFTU0qrTHXS1zev7vt4KZ/tIwUsphS0BW0RjjvS98WuK8sPDsC+qS6b7F1AX1/9VWC9lE9uYBAYmTw+ZmkvfX3dnty7HqSURO/dRXH8NyNrCVasWUdbrD5LtZeykVKy797dUBap/9yj1zC3Lfid6yOsUdg2MHkcaZ9DX19v3ffxUj4P9I8CU23qm99JX99KT+5dL/Me28ue7FTYUO/SlfTNS0xzhROv5+X0/sPA2OTx8cvn09fX6dn9a2VZwYIHpuJtR4qCdevW1R1S5bV8AuJ04NVCiEOULIg9wE4hxFZKexiuq3ghRAq4D5gIv3wzsENKeb4Q4r+Bc4E/ulxa63mzD7PrWD8KlKjOV70q8GdWEJnGIToeD64dCuh485urvtd+6aVIIUh/5SsBtkhz3HI8SImLRTiQ5oSNyBNP0Hn22QiVCTlDlFxyFaW8DPXyIHDK+N/rKBkhXiKEiABnAndUu1BX3DKnq4izBj1zPDhCCRSFWYCm8hnTI9RCCOHIgTGUVxtOMGhLvJmKCnqTzU5djaFj4lZdQglAz+SkusgnFRWUiydnQaYxR6sw8lxKIZXPBk4e//v5lEIuqoZWSinTUsoTgIl6c2cDfxr/+/Zprq31PINhRoJ0Q9aGaQwPssUNDzMhpKT9ootUN0Mf3AwKs3HMNEjbRz6i1ugQMM1ux38auEYI8TlKuxIASCmfme4iKeU9Qoi3CiEeAJ4A3k8pUeWbgN9IKTc32a7AsWdOX5iKkFSQOR30zPHgqGihyCgDeuYxsFdEUWV4gJJyfTA7dTyQtViYUtee7S5GKxWJN8Gt76j/cdUl8SbomT/FPrZU5ZYRQjAnEWF/ZkomgzmLVEzd9+U3QohXAzullA8IIZKUKl89C3gI+HwD3pLzqAzLPLKZ87wMWTll5lO0IJfNOj63H23v7+8PjUxmksfOHTsIZcbzJhjLZrH7XE7IaeXICAurvBeW79wvah1bW++7j8LcuaGTl9u4HhkZwe73uW3rVrLFyt/e1UNDzPe1deGhvJ+ccof6vfYtTz1F4eBBT+41k0dms4aH747///my1yQwY/CTlPL/s730gibbohS9Fv+2XVkNF/8qPR503LXWpeIHjCfBG55qj+pd6x22ih967ejr13fUykf/saW6/9gND4sVGmH9ZLySxUnAB8ZfuoGSh+PngJcB3wb+pc7bHqAyLLNazbaazgthyErTJNraAvncYZLtTG1dtnRpQC3Rh1SXM/x0Qk5t853qY5i+bz+pVQ4nvPWtDD/4oM+t8R63z9fZ6QxdXL1qFda6dRWvzbnlFt/aFTZ0Gy9r16xBuoxrP2g2ueQarxoSdnQKJQiDu7NOu7Kq5VOwJLttoRZLtZKPWuVRp77jLMWqXrHWSj6alWMdzFkM5afGdzIK89vUhOmAnoYZH3k1sEpKmRNCvAB4BdAnpdwrhPgFsKuBe94GvAT4OaVwiv9q8jyDYWZmo9t4dJrfkVkeauEFkb17SXz3uzOfGFZm45gx1ETTKzAhRFQIsWL8/6rVKFod+46+6l21cgZyFqoTejvc5RXu6NuVoyHFi/89Y8XJZI5QUoxSdSZz9BLdlGutvImSeimOUkptQglAP6OeI79De5SIwgRX9rlnINvSi7PdwClCiCXA/wW+LKWcyDB8IjDcwD1/ACwTQjwCHAJuE0KsEUJcPdN5DX2CFiT6xBMwHk8stm0jedVVilukHrFnD8nPf574TTeB5TKnz0YlqpEcD6P1Rk7NbmL336+6CZ4gDrg4lJm+UBOxX/9adRNKhKWcphDifOCblGqEHQH0CyHeI6X8iReNCxPOXUd1inUyKkhFBelxbbYoYbQg6YyrW3Dr7BGiOg5dpx1rcO7Kqs6BoUtyQIDuuFOxtqRUpswO5iQjZYk326IwV1HiTdAvf4pOfQf08ybymQuAG4FjgFso5YRivMrE6cCFtd5ISrlu/P8scL7t7a3AZbbz3c4zjNP+zncy9s1v0nXmmYjBwZkvaHE6zz2XyPbtAGT27HGe4GaMaHWm83io8l77BRf41JiQMkv6Teyeexyvdbz5zQw/+qiC1oSH+E9/Svu73qW6GYHT7Ar1q8CLgYyU8hClbNWfbbpVIWTHaGUcum7Ko+qdR53ko5u7s047+qDfrrVdPip39BNRQXuZN4olYSSvTj5uuUFUJd4EDceWI7eMOoMw6CcfP5FSbpBSniSlTEgpXyOlzI2/dQWwTkqpyVbP7CN+yy0kbrjBGB3GmTA6ALRdeaXClmjEdOU0Yy7zaDpN/I+mYm35znFspqSBLexJE9mxA4YbcWqbPWhldAhROc0I8AxMFnQYpPmElaFEp6oEoNfO2mje4nCZS3E8Uqr6oQrdFWvtdmUVe4Rs125s6aM8Ogx6Co0yoOPY0sfgCfrJRwVSyoeklEbjVUxkc+iKh6ljluxcVzCd4cGNXG7mc2YDZQqc2L1bYUPUI/J51U0w1EqIDA/XAr8G2oUQl1Oql31d060KITvG9AklAL0MD3Z356WK46y74oLyp48WJHlLo11r5X1HH8W6qFniTXDLgaGu7+gWSqBb/hT9vYlmoUJj0ILoU0+pbkJoiM/CbPxyulCLFt6pb5p6ZGPkOHsZGVHdAmU0W9XiKiHEw5TCLRYDV0gpf+tJy0LEYM5iqEz5UJ05HaDHlgRPZR4D3RTriBDMSQgGyr6zwZzF/DY17XIkB1SYHwRcEuApVKz3pK2KxJvzkhHaY2rHlk55DHT3tFKdP0W3ucdutFKdA8Mwe4n9+c+qmxAaEjfdpLoJwTOd4cFQHWNMmMLIoirazSlhSS45zh3ATsAC+j24X+jQbUcf3JQjfXb0Ve/KQkk+A7mpdg1kFRoeNJOPXop1pau8atmAS/JNjYx6quWjW2JSnaoNgV59x2AwGKpSb6iFAYCOV7yC4vHHk7300plPNor5rMW1EsgsoamZZbyqxTPATcBPgG1CiJd50bAwoVtVAnDuWh/WSDlaoYF8eh3y0cddXvWurFM2+oTpqJYNmLE1HW59R1UpX0tKdo3pZXjQaWwZDAZDVeoMtRCmfCIAsfvuI/ntb9PxutcZw8Js//zToXhz2kGIPB6+BrxUSvkQgBDiFOD/AaubvG+o0C1zOpRc0ss5mClWOdN/nO7gGsjHFgpzQJF8RvMWh8qUj3gEFilMvAnOMKGDGX0Uax2MenbPGK3ko9gw0xkTJKOQHW9WpqiulO++tEW+7KvpSQi64mrH1lyNxpbBYDBUpc5Qi8T3vudTQ8JJdNMmops2qW6GWozhoTqzOJSpWQ0wTamG9gRbgVlXP8WeOV31rho4lccDGilHOsjHaXhQIx/7jv4SDcJ05iadRhkppZIyjds1NDzo0neKlmSXZmNLCMG8ZIRdY1MyOZCx6FSg8Os479iNVgda2ONBCPHxmc6RUn4qiLYY6qN4/PFE//EP1c0wqKTOUAuxb59PDQkxY2OqW6CW2VgNplaMx0PDbAT+LoT4JSCA1wIPTCw4ZsuiQjd3Z9BrV3anZiX/wGmYOaRIAdAxTKcrLkhEYCI8P1OEsYKkQ8GutY7ycXiEKOo7e22JN+dqkHgTYF5btMLwcChjsbor+HY4w3TUe1q5eROpMuoFQPmHOhY4HfgFpXxQrwaMZqsrZqdy1jNtVQtDbcw0jlp9nBnDQ3V0y6ESIsPD/4z/m+AGQFK54Gh5dNxZs+/KqlKOpJRaysex86jIMKPjjr4Qgvltzl3rDhW71polBwR9wph09LQCfbytttsSk+owtpJRQVdcMJwv/cgXZakcq70KUSsgpfzkxN9CiA3AyVLKQ+PHnwH+qqpthhkwCoPBlNNsntkuJzOPVGcWG/aaNTxsAV5EZZJKKaV8R5P3DRVbh/RTAHRxB981Zk3Ge0NpN91eNUEFduVRlXx07DsAc2271gczFqsC3rW2pGSbhlUtdBlbW4b0M8qAPvlTtg7rKZ+5yQjD+am2HcgUHQlLW5BeYC1waPx4BaDAD8ZgMNSEy45s+1vegkwkIJVynm+UTCez3OMhduedxH/5S6xVq8h84hOqm6MV0ng8NMwXgU8CI2WvtfZIsnEgU6xQ0JJRWNutn0uvqsX/hoO5iuOjetTLBpzK0SFl8slXHB/VG1fSDjs6hBNsGy4yVFYGdk5CsFQD5VGX5JuPHKocW8f0ajK2HB4hiuRjm3uO1mTumd8W4emRcsODxbo5ChsUDO8FfiuE2EdpjbAYeJfaJhmq0uIKkaEGXHZk47/5TdXThekzDma7TNrf+96pAzdj1WzGeDw0zLeAk4G7gcIM57YkW227juu6YySj6t1m7QkCB7KSgiWJRYJtm33X8VhNFWtlHg/DlcPGyGcKu2yO6Y0rT7wJ+uRPsXs86Np3VIV5OeQzV1P5zILKFlLK3wghVgJHUgrF3CSlnOWZ1zRmlitMBupXjIzHgxMzjiZJfuUrqpugFxqsZcsR2WxgXgPNGh4uAP4GvKDsNQnMmro6duVodZceu2qxiKAnIRgY3zGWlGrGL0gFa2XbNqSnfHRwly9Yku22HAaruvSwgrpVtggaexjKKg2SkgJ0JwRRwWRix5GCJFOQtMWC/SHZpuncM0+D/ClDOavC4BGPwLJ2PfrPXLvhqoUrW0wghFgI/CvQXfbarElAHTaiTz6pugkG1dTrCm6U7LoxlUBmMZp5PIiBgcCe1exK9Q7gd8xmjwfb4n+NJot/KO3MDuSm2ncgE7zhwSEfDcJQwLlrraKqxY7RIoWy3+oFbRG6FCRwdMNR9UOJx0OlsUOXvhMRgnltEfaly3JgZC2WxYIbW1JKh+FhjSZGKx2MenbZrOyMEg3Y26saOngTKeCPwC7gfmZZOKbBEEbqrmphDA9OZpBJ7KGHAmqIQTs0y/EgDh8O7FnNruSfO/4PpqpZSEpJpGYF2xzKkR6LfygtcDcPTR2ritMvZ7UmytEc2671cF6SLcpAw2SciqMeijXoUfVDa/kkKw0PBzLFQJMX7klblDuhdCcEvZokKNTSaKVT35mFoRbAUuBZUspZ8WENhtBjPB6ax8jEUA3NDA+k04E9qqlPLqVcA/QBZwLrgVOklLPG6AD6ujsDzFW8wC1akqdH9FQeI0K4hBMEKx97fpDVGhmtdNi11tmbyFGuNvC+45SN0CRmUIfEtlrPyxqEMSngKuCzQoik6oYYDIaZEdlsXecnfvhDn1oSYlrQ8NB5+umqm9AaaBZqEWSOlqYMD0KIVwDPABsolcbaJIT4X140LAwULcljhyqrEqzVaIGrWgHYOFggX9aX57dF6NaglOYEzp3HYOXzD437jqPqR8DeMpmCpH+wUnlcq5VhRm2CyTD1nQMKPK3s8tElTAdmrcfDJeP/BoUQ24QQW4UQW1Q3ymAwuBP/5S9VNyH8tKDhIbpxo+omtAS6ldMUARoeml2NfQ14MXC7lPKwEOJk4C7gJ023LATsGC0ylJ+aWHoSQptQAlC/wH3icOXi/+R5emSVn0D1rvUTAzb5zE8E+vzpUG202jxUabRa0Rl1KPsqUR2n7xhb8/UZW72JyGTMHcBQTpK3JPEAcyw8rvHc46iKMguSSwIvUt0Ag8FQO5Ht21U3wWBoXTQzPATp8dCs4SFCyeNhYo056ME9Q4PdFbxvjj7uzuDm0hvsAvcpmzt4X49eXUN1OIFdPuvn6CMf1Yr1Fo1lA+qNVltsOQz6NJJPNFIKYypXqA9mLBYHVFVCSukIY1qv0dyjet5RgZTyadVtMBgMhiAx4SeGarRfconqJlRSDG5zsVmTy7XAr4F2IcTlwO3AdU23KiTYFUed3HnBZWdNsWKtkzs4qN15HMpZFckJY6K0q68LE7vWEwyO71oHhd3woFvfmWcz6h3MBusR4pCPZnOPSuV695hFujjVV7sTwvF9qUS10cpgMBgMBoNhklwusEc1tVqVUl4lhHgIOAdYDFwhpfytJy0LAVtsu2pHaLb4d4RaBOzSa9911E0+KpUju7fMqq4oMU3K/UFp17o3GanI7XAoY7F2cBSoAAAgAElEQVQooF3rLcN6K9YqPULSBcnO0amxJdAreSKMj63BqeMglWtH39Eo8SZAd1wQjzAZSjRWkIwVLNpj+hhHvEAIcZmU8urxvz/udo6U8lPBtsonWjCW22AwGAyzg/aLLmLwzW8O5Fl1r1aFEC+SUt45cSyl/D3wey8bFRY2HKy0EBnFeoqCJXnUFmetm/Lo2LUOMI/BhoOVstGt70BJuS43PBwI0PDw8AG95WPPNxHk2PrHoRzlas6KzmigZWBrQWXi1ocPVM7L6zQKQwEQouSBsSddGYrS3tlahgeocJrSq4N6jTE8GAwGg8EwI42syH4KLPS6IWHkyYHKnbVnaZQcENxceoNb/G8fKTJWmFqMzUtGWKlRKAGoTb75pMaJJSdw7FoH5DFjScmmwUr5PGuBPskBwaXqR6B9p3Le0Smx5AR2o16Qhhm7fE7SKLHkBPPanIaHFZ0KG+QDUsovlP39SZVt8R1jeDAYDAaDYUYaMTykhBDvmu4EKeU3G2xPaBjMWRWL6XgEVmmuWB/IWEgpA3E7trs7r+/Ry90Z1LrL28N0dEueCOo8QnaNFil/VG9SOPJxqEZt37EntdVPsbZ/X0GW1HQmJtVVPlPtnA0JJluaADOCh4XIP/6hugkGg8Fg0IxGtJ0Y8Byqu05KoOUND1tti9vVXTGiGsXoA7THIqSiYjLRWt6C4bykOxGA4cGeeFOzGHSAuQqTb9r7j25hKKBOubZXbNAtsSS4eDxkLYqWDGQOsI8t3cJQQK1HiD1/ytpuvYxW4OKN1oIlNYUQd1CqerW97P/twDNSyqEG7/ki4Mrxw1XAx6SUN9rOORW4Gdg2/tKFUkp/i88bjwcHXS94geomGAwGg0EzGlmxjkgp3+F5S0KGo2KDhot/KC1wd5QlojuYsehO+B9LbJePjsqRquSbRUs6lCMdDTOqsu+HQbGORwTdCcFQrqRwSGAgZzlyP/iBs1qM/op1UEar0bzF7rGpZ0UFrOzUr//MkpKaV1IKy1wIrAROB04EThZCjADbpZTH1XPD8fxSzwcQQtwCPORyWi9wrZTyM403vU6M4cFgMBgMhhlpZEX2ec9bEUIetiUHXKehcgQl5brc8HAgY7Gm2//n2pMD6pbgDZyhBIeyFpaURHwOCXl8oECuTM9Y0BahR6NyfxPYleigDA8P2ZIDHqFh3wGYn4wwlKscW34bHtIFyUZbDgMdx5bTWyaYMB170tZVnVESmiXeBLXJNwPkLEoGh3mUbHN54H5KeaKeZsojoW6EEO3AOinlIy5v9wKvE0K8ipKHxT9L6bNlwBgeDAaDwWCYkbpXrOUJo2Yzj9sqNjxLwwRv4ObS6/8CV0rpkI+OCd4SUUF3XDCULy0aLQmHs/4rj3bZ6JgcENSFWjjkM0+/xJtQitMvDws5kLE40udnbhrMU5azlZWd0UC8LOpFVaiFY15eoGffceZPaUmPh2Xj/ywgCxwAdtn+Ncq5wG1V3ttMqbT3LUKIu4EzgTvdTuzv72+iCVNEMhme5cmdDAaDwWAIHq9+D/v6+qZ9X7+tspCwabBy1/GoHj2VRxUuvXvT1qQyD9ARE9pVtJhgXluEoXxlKIrfilz/QDj6jopQFCmlc2z16jlNqQhF2WTrO0f36CkbVcklN4ZkXnbIpzUND58DFlEKtVgEHA+8Bjh5/P3DlLwhGuGVwC+qvLcNeLTs76pVuGZaINXM6Kg39zEYDAaDQQGe/R7OgBL/biHEqUKIHUKIv47/O9127PfGYVMczlpsH5lSViNCzzh0UFMy8h+HKncd++boV9FiAhW7+v84VBlKsF5T5XGuoySi/94y20eLDOamjFbtMcHyDn2NVuWoGFvrNVWs3Xb0rQDc0R91mXt0RFX+lID5FfBR4OXAAkphFh8GjgW6pJQNGR1E6cfkRcDtVU55P/BGIUQEOI4pI4R/mFALg8FgMBhmRNWqrCL5kxDiJQSdDKoJ7Ivbo3pitMX0VKznJYOP07crRzqGWUxQqmwx1d5gDA92+ejpDq7EaGWL0T9xXtz3nBuNoiKPQVjGVltM0BkTjIzHhRQlDOUkPUn/vksppWNu1jWMaTZUtZBS+rWBcCrwuJQyI4RYA7xXSnlZ2ftfBX4EXATcLKV83Kd2TGEMDwaDwWAwzIhKw0N58qefEnQyqCawZ90/plfPxS2o2dG3Z90/OkTyOeSzAjBWsNhVlnU/ImC9truyTqOVlNJX75Utw/ZQAn37jgrl0T736Dy25rVFGBkpz4FR9DWJ6v6MxXBZiFdnTLBCU28ZVck3WwEp5f3AP43/vRW4zPb+bkoeEcFhtZ7hyGAwGAwGr1Gl8diTPy0n4GRQzdzvwafjwNSCf05+iP7+gx62yjtyh6NAcvL4mYPD9PcfqPn6RuTz+N4kMLXgTw7vpb9/d933CYLoWOV3uXHnPvojheoX2KhXPptHBZCaPF6csHh6y+a67hEkqUiKtFUyNBQkPPTkZmqt/NlI33loe+X30ZU9TH///rrvEwSFgcqxtXX/YF1trVc+eQu2j6SAKcNPce826hjOgdJB5Tzw8OZnkN21KWiN9J0NQxGgbfJ4abLI5s16jq2SI0j75PHhrOSJTf3U6jjn9e9gULGdLYu++yQGg8FgMGiDKsPDNiqTP+0Abi079j8ZFKXFWyP3O/TMQSAzeXzq6oX0rWuvfoFCDnRn4YkpzSQTa6Ovb2VN1zYqn10P7qaUyLzEC45apW1JxHWZYdg5NHksO3rp6+up6dpG5PPEtjRwaPL4yHkp+vpW1HWPIFnw8B6eKdu1nrN0TU3fZaN958BTByglwC9x2trF9K1KVb9AIce2ZaDM4JiLd9DXt6qmaxuRz6aBPBb7Jo+Xtkc4/ih9Fcbl2w7w+MjUd5mav7Sm77LRvnN//ygwMHl89IJ2rcdWzwO7GCjLZzJ/xVoWpGb20GhUPgaDwWAwGAwqUZJcEmfypzcSdDKoJnjMVrJN18SSEHyoxf50kb3pqWdEBazs0tPdGYIv+xemvgNulS38cwl3K8Oqq8EKgs+BYe87azXvO45QHZ9DUcI3tmZFZYtZgTAeDwaDwWAIKYWTTgrsWaoMD18FLgDuA24G3lN+HEgyqAYZyllsHZ5SvqICjtG03B84F7d+K0f37qus2HD83DjxiJ7JASH4xb89OeCJmiYHnMBencBP+ewesyru3xETrNNYeZwbsOEhLElJJwiy7wDcu7dy7tFdPiry7xh8wuR4MBgMBkNIyVx9dWDPUrKqr5L8yX6sJf22OvFru2N0xFXZb2ZmTkIQFaWs8gDDeUm2KElG/TEGPGHbdTxtod6Lf7vHg9+L/00Dlf3nuLmaGx4ClM+mQWe1mJjWRiubbLJFX5NvbrT1nWM17ztBeoRIKXnSJp/TNZ977IYrvxPbGnzEeDwYDAaDIYTk5s2jeMopgT1PX41ZU+yu4LpWJJggIgRzk8EpAPas+7rLJ8iqFmMFi622qg3rtJdPpUeIn6Eojx+ulE2f5rLpiAnKxZMtwmjBPwXEbtTTfWw5jVb+hensSVuMlcm+OyFYmNL7581UtmghjOHBYDAYDCFk+NRTA32e3iszDXn4YOXiX/cdawh2gVsehgJhiEN3ysavSq6PHspPep4ArO6K0qWxtwwE6w7+8IFKV3ndx5YQIrBQnYGsxRZbiNeRPXqPrSA9HuwGz7VdMV/LvnqBCbVoIUyohcFgMBgMM6K31qMhT9kWuMdrrhxBsLHodvnobnjojAkSZeLJ+LhrvXkw/H3HT6PVZsfY0ttVHgjMm8iuWB/RHaNTc6NVkGE69nlH98SS4Ow7xvAQYozHg8FgMBjCSMCbNHqvXDUkjAtcZ2UCfxa4O0eLFYvnZBSWd+hb0QImdq0DUh5t3iBh7Dt+hqI4lWu9+w4Et6u/ZThcBj1wSWzrY9/ZcDBcFT8g2DAmg88Yw4PBYDAYbMiE/hto0hge9CVblOwYqVQeV3eFb4Hr187akwOVi/8T5sa1Tg44gaPsX0C71uFQjoLZlT2UKTKQm1q8t0VhqeZGKwgujCmMBk+7x4Ofnlb2uefk+fp7E5lQixaiaPJzGAwGg6GSseuvV92EmTGGB33pHyxQvq+xvCNKKqa/Yh2US69dsV43R//FPwTnEr5xIHy7svOSwRitNtrCUNZ0xYhoHqMPwYUx2auhrA2BN0h3XFAeDTJWkIwVgpl7dE+8CcEm3zT4S/K//kt1EwwGg8GgEcUTT6TwspepboZ2GMNDHWw4WJn87phe/Re34OIu75NyFMZdWQgmFCVTkDxhL4fYq79hxq4c+dV3Hj5QaZTRvVTkBEGFEzxsm3vC0HeEEMwLIAfGaN5i99jUfSMCVnbqP/c4xpYppxlakt/5juomGAwGg0Ejin19gXsThAFjeKgD+65aGJIDQnDu4M7M8vrvygIO5cgP+Tw9UsAqc5dZ3hGlN6n/8JuTEJQ79YwUJBkfkm/a+85xIVCsIRh3+bwledqWHyQshpkgwi3slXRWdkZJRPX/sXfrO35V1DEYDAaDwRAwYTA8BLzu0F/z0YinhioXuGtCs6NfaQDYl/ZnZ82e4G1dCNydARak/JdP2Kp9TOCWfHNv2nvDTFjlY1es9/kgm+0jRcptPQtTEe3LsE5gH1t7fRhbdm+QdSHpO+2xCB1lVr28RUWeE4PBYDAYDCFFylAYHkTA5aDDsXrVBLeSdmFgSXvl17zHB+XocNaqUCqSUTgmJLvWi23y2TvmvXzC6g0CsLjdrjz6IJ8QVm0AWGKTzZ4x7yfwsM47AItT/hutNtpCmE6ar38W6Qnsc88eH+Yeg8FgMBgMARMWD0bj8aAnBUuy2aE8hkMBsCuOe8aKnrv02pWjNV2xUFS0AKfyuNuHxf+TAyFWHh3y8Va5HslbPGOrFrMmJIYZu2Lth1HvCVtS0jUhmXcgmLFln3v6QuJpBe5zs8FgMBgMhpATEsOD8XjQlP7BAmNl/s4LUxEWpsIhvq64qHDpzRRh0GOX3rC6ygMsTvmrWIMzDCUsMfrg9JjxWnl87FC+Iv/F2q4oHSEJJVhkUxz3py3ylrdj6xFb3zkuRH0nCMU6zB4hQRhmDAaDwWAwBExIDA/G40FT7Ir1sb1xRAhid6AUp2936fV6geswPIRqV9Zfd2cppTN5olEeJ7H3nTDJJh4RLCjL8yDxPlQnzPLx21vGkpKtw+E1PNiNnnt8yr9jMBgMBoMhOIRmhof8S1/q/obxeNATR4x+iBa34KYAeKscPWzblQ2Tu3NvMkKibCSMFCRDOe8G4t60xWiZt0xnrFJZ1R37ruwuj/vOFltVgvCPLW8n8TDnB/HbW+aJwwXKi9DMTUZCUS1mAodBeNR4PBgMBoPBEHo0MjzI9nYyH/6w63sm1EJTQm948LlywyZbHPrJ88OzKyuEcHWZ9wq3vhMWbxmARSn/ZAOtMLb8q2xxKFOsqHTQFoWlHeExPDj7jreK9abBynnnWSGad8BptNrnU6ljg8FgMBgMs5Phu+/GWrPG/U0TaqEn9uSAYdp1BGfNeC8VgLwlHckBw+TuDDg8ELxUABx9J+yy8Vh5fPJwpfIYNvnMtyvXGe8MM08MOJO2RkJktFpgM8rsz1ieJrbdMtRi844JtTAYDAaDIfxo5PFAPF61tKfxeNAQS0pHcsAwxVkDLLR7PHioHD0zXKRYNr4WpyKhSQ44wQIfd/U3HMxVHB8fsr5jVx4PeNh3MgXpUK6PC0kZ1gkW+mjUs887Yes77bEInWWJbfOWt4ltw5zUFvyddwyGMJN7y1tUN8HQosi2NtVNMMwGdDI8QFXDg/F40JA9YxbpMs26OyFYHiJ3Z3Aqj17uWod98Q8uyqOHHg/2UIJj54ZLPgvaKvv6gYyF5dFE9fRIgfI7Le+I0hOiGH1wGVseGma2OvpOuAwP4O/cE+aKFoCjMpIJtTAYSqS/8hWGtm5V3YxZwfCf/6y6CYEytG2b6iYYZgM6GR6kRBQKrm8ZjwcN2TLsrNgQphh9cC5wvdxZe8i2ox+mxJITOBQAT3M82JInhqjiB0BbTNCdmOrvRQmHst7IpyWMVj7uWtvlsyZkfQechiuvDDNFS/LIoUqPkHUhm3vmJiNEy35KhnKSTEGjxYphZgJetM0mZG+v6ibMDjo7VbcgMMauuw6Mx4MhCDQzPMg5c6q+FyTG8FADYd9VA1jo0+IfYJPNVf7k+QnP7h0Ufrk8jxUsdpZl8o8IWBVC5dHRfzySj7MMa7g8icDNaGW8icpx5HnwSD47RouMlSnpc5MRVnWGq/9EhHDm3zFeD+Eik1HdAoNh1iO7umo6r3DOOT63xGAYRzPDA5EIhTPOUN0SY3iohcdtye/WtMDi31N35+FWMMxUymevR/KxG2WWd0RJRsPlLQP+9R974s0w9h3Hjr5HRpnhvMV2W3nFNS1gmNnrkXzsBuF1IasWM4Hd6GkSTFZHCHGqEGKHEOKv4/+OdDmnTQjx30KIDUKI7wufO4XIZuu+JvfP/+xDSwyGBgnhvGln9Fe/quk8GWt8jTE4MNDwtQZ9kXF9Qlj9NgzkzzvP1/vXgjE81MAjtgRvJ4QwztqtJGLeat4aJ6V07MqGUXm0l9PcM+aNYm13BQ9j3wFnOdbdY94oR46xNS988lncXjmNetV3Hj+Up3yI9s2JhS5pKzjnHq/kYzd4rukOn1EGnOVYd3sknxalF7hWSvn88X8bXc55M7BDSnni+Pnn+tqidLr+a1pA0TMYtEIICqedNvNp47vQ2Xe+0+8WGcKCX/Oxbh4P5f8rJHyrWAXYd9aO6Q2fYp2IVrr0SmCvBwvcg1mLobIs9amocChiYWBpu12x9mbx/9RgZd85OmQVGyZY0uG9ciSldIytMMpnbjJCsqz7jBQkQ7nmDTN2g97RPeGbdwCW2hLx7vJobG0eDL/BE2CJT3NPi9ILvE4Icb8Q4udVvBnOBv40/vftwFl+NqgRjwci4fuNNLQusgUMYVIIMlddhbVyZU3nZy+91OcWzR5MlZAqaKDkO9CgTeFcqQXIaN5iT5nra1TAys5wim1pe7SiFOLuMYvlTeYU+vv+ysSS6+bEiITwR8y++N+btihakmikuc/SCt4g4GKYGW1eOdqXthgti9HvigsWtIVvQS6EYEl7lG3DUzLZPVakO9HcZ9kyXClj03cqeXB/pbdMGJPagtMwYwwP07IZuEJKeYsQ4m7gTOBO2znzgMHxv4cARzjGBP39/U03KPn00xxf5zVDIyPMb/rJrc3Ed3OK4nbMBrZt3coJqhvRJNu3b2fsqKPg5z/nlFNPrXreU5s3U+zpKR088AB9l1zCnHvuqekZ/f39pj+68OBf/jKtzHVHAn5oLaOjo2yus8+k02lqy1ZSH9u2biWXy7F4/36Wu7zvxW/hBH19fdO+H86VWoDYF/8rOqMkQhijD7CkI1rh+u/FzuM9eyoND89ZGL7EklCq3DA3GZms1lCUpQScdoNEvTgqooTUHdyuPHrRd9wqNoQxRh9wNTwc2dOc94bdGySMuWXAbUe/eW+QdEE6qumcvjDZ9H1V4BhbHhlmWpRtwKNlfy90OecAMJG+e874sSszLZBqoq+P/FlnEb/jjpov6Z5QfAxV8eS7MdTE6jVrVDehaVasXIlVQ59Ze8opFa717XVU9Ojr6yN74YUkv/OdhtrYqoR9rPq17uxob6evr4/CaacRu//+Gc/PXnIJqQce8KUtq1evRq5eTXLePOebUgb6HYZvezFgnrAllgxbKcRylrZ77y5/z97Kxf8Zi8JpeABYYpdPkwpAtujMfxHGqgRQMlqV40XfsSdtDatswB/lsVXk47ajL5t09/v7/hz5MvvFqs6o4zlhwQ/DTAvzfuCNQogIcBxTRohybgNeMv732UDtFoFGqbc/m1ALgyZk3/521U3whjLlsfC859V0nuvxDGQvu4ziccfVdU0rk/3f/1t1E/Rl/HchffXVM56aP+88shdf7FtThMnxEB422JLfnTQ/fDHoEzgWuE0qR5aU/MOWPPE5i8K56wje7+o/OZAnW3aL5R1R5re1inLUvGJtH1snhjCx5AReK4/pgmRjWcUPARwf0sSkPQlBebcfLUiG8s39+G2weTs8J8wGTxNqUQ9fBS4A7gNuBtJCCPuq7gfAMiHEI8AhSoYIXxFWneM9pJ5dKqhae97gCXLFitboj2WfwVqwoKHrakEuWcLIX//K4MAAVm9vXde2IsUTSkE6MszG1Dr7wODhw7WdOK7kWyecQP7886c9deyHP0TW028bxRge9GfTQKVydFwIk99NYFeOmlWst48USRenOvHcZCS0u47gVACa3bXutyW/OzakiiO458AoNFkVxS6f48IsH48TKG4eKlAu3ZWdUeY0mTNCFRM5MMrxemyFue/44YnWqkgpd0spXySlPFVK+Qkp5VYp5WW2c7JSyvOllCdIKd8im3Wvqa1h9Z0e5kV6wIxdd53qJrQ2rWB0sOPDZ8qffbbn99Qda/HimU8al/XYd7/rc2t8pN7+4nL+TMauzMc+VvW9wpln1vf8RjAeD+HhiYHKBW5fk3HbKnFTHpvhCZtRZn1Ik7tNsNgmn33Nyudw68gnGS3lwJjAklQkKq0XS0pH/wlrckCAJSlvS2q2Ut8B59jam25WPpXz8vo54Z2X5yYjlNuUhvOS0bwJtwgVJtTCNwovfSnpT396Vip+QSAjkdYwPpR/Bo8/T+61ryV9zTXTP7MFGf3xj8m/9KXTnzQug8IrX0nmiisCaFWIKPtdsI46qsKImn/FK8i/9KXkXvMaxr7yFSVtUoX59ZuGHSMFdpTtzCUi0BfSOGuARQ7FurnF/322/A5h3tEHWJzyVjm6d59NPiH2lgFYbFOum5HPxoECg2VlWLsTgpWd4fWW8Xxs2fpOmHf0wW1sNa5YZwqShw+2jnyEECxMeWv0NASMMTz4RyRC7uKLGfvFL1S3pDVpFeW5/HPUM75m+Pxj3/kO6e9+F7ncrRZAa2OddBJjP/nJ9GECE7KORsl+4APBNMxrGlDGZbTyN1vOd9YpsoeJ5d/4RgYHBhgcGGDsBz9g7Cc/IX399cgaS8A2hfF4CAd2xfFZ8xO0xcI7SS/yeFe2lRJLAiz0ULHOFiUP7m8x+dh3rZvIY2DvO89ZmAhlGdYJ7GOrWW+ie/ZkK47PCHHuFHCOrX1NzD0PHsiRKxPvys4oy0Ic4gVu/ceEW4SKehdzIZ7rDC1Gq/RFvzwephvbrSK7GZguTKAlZODyHWff855pL7GHlqSvvpr05z5XeY+PfKT5tnmFMTyEg3vtylHIFcd5yQiRsjliICfJFhvrhNmi5H8OtEYpzQkW2XYd9zShWG84mCNTpjssbY+EekcfnMrjniaUo3v3VirWYU5KCjh2rPemG6/cMJC1eNyWWPK0kI8te6jFniYMM602L4Nb/zEeD6HCA4+H/LnnMvrjH3vUIEOt5N7wBorHH6+6GeoQojWUx0YND63w2X3GOuoo8uec4/5mvVVBLrzQgxZ5TNG5ls294Q1kLr+86iWF888n87GPUTjzTNKf/SzF5z6X3NvfTvbSSymceSZj112HtW6dn62uD2N4CAeP2eKsTw/54j8aESxs82ZnrX+wULHruLwjyvLO8IahACyyJXlrxl3+sUOVMeinL0z6Vis4KOzu8s24gz/aYmOrKy5oL/OGyhapCCWpB3sZzaN7YvQkwz1Ve7mjb5+Xn7Mw3EYrgMXt3nqjGQLGA4+HsZ/9jOKzn+1Rg8KN3Y25Gl6Ugkx/85vIuXObvk9YaZnPXl7Vop6wiJnWZcbjAYD861/v/kadMsi/8Y0etKZxZFub80UXwwOJBNmPfpT0pz7lfqNolOxllzH6q1+Re/e7S3JIJsl88pOM/upXDX9Oa8WKhq6bCZkcXye59eeAjRFKVrNCiFOFEDuEEH8d/3eiEOK/hRAbhBDfF5poaBttiSWPDnmMPrjsPDa4wLVX+zi6J9xGB3B6POzLNF65YdOgTT694ZePV32naEmeGrKNrZD3HyGEIwdGo9UJ7BUbWmHe8bIc6yaHfMLdd8C7sWVQhFc5HnzI/RDKChqJ2gzRwk1haIRCYeZzWpT8P/9zayjQZZ8h9973NnSdK8bwUKLGMTJ6ww1V35PxOMVTTvGoQQ3i8n0Kt+9Y0byZ8SE8o3jssVN5JGaxx0MvcK2U8vlSyucDpwI7pJQnjr93rqJ2TbJrtMih7NSObluU0LvKg3OBu7vBcAL7jnVfyBVHKFVumGer3LC/wcoNjx6yVyVoBeXRG8V681CBbNml89sizG1rvbHVqPJo7zthrvYxgVeyyRYl/YOtVfEDvDXMGBSgseFh9Ne/JvemN5H+3OewwrK7Ha/x99LyKCTJKwNGGElO7zE29qUvBdSQJikzAsh588hcdtk0J7tf18wzw4zs6pr5pGpjxDZnFV71KsauuYbcm97E6M9+RvqTnyxdvn49ww88EB6ZKTI8yNWrGfnVr6q+n/n4x+u+5+hPf1r2AJffqoC/E5WGh9cJIe4XQvwceDHwp/H3bgfOUtSuSX62Zazi+IS54U5+N4FdeWxUAfi/j4xUHJ84L9yu8hN44fKcK0r+sqcyDv3EeeE3PHilPH5/U+XYagXZgHfK47eeHK04bgX52GWzZ8xqKAfG7TszFUar5R1R5rWC0cqeX8bkeAgXdfZla/Vq99v4sMYoPv/5pL/2NXL/9m9Yxxzj+f39oFBjyEmzbsmFid3XfH76E1uUSffrafpd3oNwlkCwfYbiaac1dJ2DWeDxMG3yyHHkkiWur1uLF1e+IAT5t76V9Ne+RuHcc8ldeimDAwOM3H8/cnzes1atarbJ/qPQU6x45plV38u+//11308uWzb5tw6yV7VVtBm4Qkp5ixDibuDZwHfG3xsCjqx2YX9/v6cNqXa/r/+jjXK7zFGJUVQxlfIAACAASURBVPr7Bzx9tgri6RgwZSR4bOcB+uO7q57vJp/taQGkKl5bOraL/n71LjzN0k0SmFICHty8g87D1RVIN/n8dFeljOcnLPJ7ttK/18uWBk8mU/m9bx/KTjseq7333SdTlFImllgfG6a//7BXzVRGMhsHpowEj27fRz/V3RPd5LNxxDm2FozswONpL3CkhGQkRdYqfe+jBcnDT26mWlqYan3n849Ujs9j26fvg2EhZ/venz6cbmhsNUpfX5+n95t11Lnznn/ta0l+4QtE9pZ+FNKf+UzpDb8XuyFRlDKf+ITr6+lPf5rUFVcAYC1ZQv6Vr6Tts59t6BkyEiF99dUACBc3chmJILzyqNCUsW9/W3UTvKOGvj16443131cD13TfqeEzFl78YqyVK4k888zka8UjjqD4vOfV/bixr3yFzn/6p7qvCxSNQ9Ry//IvJH70o4auzb/+9XDRRR63qD5UGR62AY+W/X0yMFHwdA5woNqFXi6Q+vv7Xe+XLkgO3b2r4rVXH7uYvmUuSUlCxnFyFJ6ZMqBkk9309bm7X1aTz22PjwCDk8fdccELjtcoe2sTHLH3MPccntqRFz0L6evrdD23mny27DwEpCePT1yQYv16fxLGBMnygoS/T42Lg/kIa49YRzTi/MGvJptDmSJjf91T8drrj19G34Lwe8wcnR2GXUOTx/n2Xvr6elzPrSafmx8eAoYnj5e1RznlmNZQCpc8sodtw1NGvI4lq+nrcXpzVJONlJKdD+4BppSBc46YV3V8homedBEenhoXB4vRqr911eRjUEidyomMxRi5/XYSN92EtXo1+Te8ofSGMTwAIKvsyuUuugi5YAGRp58m95a3IEZGXM+bicJJJ5G56iqsk04af8FpeBj93e+I3XEHxGJQKFB44QvpPO+8hp6nI6M/+hGFl7+8dBCSfjEt9s/g8pkKr3rVzNfZmQUeDzUZTiMRRv70JxLXX0/srrsonHUWuXe8oyEZFF/4wgYa6RE1ztU658ZJf/nLFE88kdSHPlT/xW6hVQH3Y1WGh/cDm4QQ3weOAz4AvAT4OXA28F+K2gXA3/fnyNvG4dktYHQAp0tvI2Xb7rGVQnzu4vBnlZ/AGU5Qn3yklA75vHV9R9Pt0oFUTNCTEAyMV2soSjiYtRylAKfjHlspRIBntYDRAZzhBHsbCLWwy+ec5S00tlLRCsPDnrTFene7jCtbhoqOSiqtMrbmtUWIitKYAhjKSdIFSSrWIgvbFsc6/nj4n/+p6xq5bBnZD36w8kVFi11ryRIiu6t7PgZN1ZATISqyxYvNmxu6f+YLX6B46qmTx8UTTyT62GOTx9b8+RRPP53i6adPXZRz/napwFq2jMJZZ5G46aam7jNpdJjuWQsWNPWMQGlQeSquX8+0wYwt7vFgLVyIVeaKP/m6S2UQuWgR2Q99iGwjCq8u1Pp9KjYqyVQKkU67v5lIkHv3uxszPGiAKpPOV4ELgPuAmymFWSwTQjwCHAJuU9QuAL7fXxlj/cYjUlXODB8LbZn399WpHEkp+dW2TMVrl59YQ2KakGAv+1dvSc2tw0V2jVUmJX35itYwWoGz8ke9hqvvbqwcW//76NZQHAGHAabecqMFS3LHrkqj1XuPDf9u/gSOuafOsfWLrZW5QV64JEky2hqKeUSIpuVjUEfm8suRNVZiAEq76G7UWEayYaokiMvWUwWgQbZfeqn3N23AUFNcv96RWT/z7/+OLEtomf7GN5wX6rS77XVbqtwvc9VV3j7HT2rweHAjO5PbeYt7PKS/+EUKr3iF4/Wxr3/d1+fm3bxP8CfPTUMo9ngY+853HK/lJjzjxsl7Fa4yGzwepJS7gRfZXj5fQVMcSCn56VOVVqZW2tFfZN+VrVM5+sOOSqNDe0xwQgskv5vArjzWK58vbBiuOH72ggSJFlGOoKQ8bpyKshlXjmr7/vOW5LadNm+ZRa3h7QBOo9XeOhXHH22uVKznt0VaoqLFBM0arewJbc9oob4DpbmnvMrQ3nSRVV2t8/23MnL5ckZuvZXhG29kqcuC0UE1w4Pfi90qLtW5976XVA0J5pohUyWhpis1LoTrcYdOf+YziJERchde6Li/XL2akT/9ifgtt1A87TQKL35xw22qlcyHPkTs1luRXV3I3l4yzzxD99//PvOFQkA2O/N5HlA89thAnuMFDSusPT0M338/qYsvRgwMEN240duGaU7x+OMhFmPoscdIve99RB97jPQ11/geDjF23XUkTjllMmfLJNGoHuVtFRseCuedx+iPf0zsrrsQ+/dTPPlkcu98Z8U5Y9/4Bsljjmk4z80EUgiC1FLMqsZG/6Czwz+/hQwPC9oiCGDChnswa5ErypqV49t2VP7gnTA3Ttwlxj+sLG5SeXzkYKU75rPnt5Zy1Exliw0HnZnDz1jUOmPLTbGWUiJqXBD9ZU/l2Dp5Xrzma8OAw+hZR98ZyFqki5U7Ty9c0jp9B0pzz4ay43rDvAxqsU44gV3vfjeLf/MbIvv2TX9yHYaH/CteQfyWWzxoIa4eD4XTTw9kx6uumOla2zNnzsznjJO78EJoq+59aJ10EtmJnA/NtKlG7C7rB667rjbDA5AoL49ncMUtVKDquevXM/qHPwAwp6eO+D+P+4QUAhF0aMf4Z5DLljEWZL9KpchdfLHT8DCeU6UZMh/+MG3VvHWkpLh2LdEtWyZfKvb1EbUnbNZg7VV42csovOxl1U9IpchedFHThoeg0Td7hiKuemjY8dra7taxz8QiTpfeXTUqAFJKR6m/c5a3ThgBOBXrnaO1K0e7x4o8drhywnz7ka0TSgDNyeeKBwYdr9nvF2bmJASpMgPeWEFO5sOYCcvF0+qVq1snxAucpWrr6Tvfts070FreMuAcC7XOy4YQUk0Jd3k989GPIrs8Cmd0WdCnP/c5b+49A7KeMJJaPR56e8mfP+Usm3/pS5u+p2/Xz4DXLubZespgtkI5UZv8rKOOolBWcSFjV3BrxYNQi5r7vopddt2SKHoRbjaD8Sb9ta8hx42/Vk8P2Ysvdp5UT+icSkKYg0SzHqeeRw9XTsAfe1a3opb4x4rOyoG9faS2Be69+5zJlS48qrUU66UdUcodOPalLdKF2gb2D/orXeXXdcdaymgFsKKjsb4jpWTLUOWi93On175bFQaEEI6x9cxIbZb7P9pCmATw+rXtXjVNC1Z0VI6FWvsOwJ93V3qDvOPIjpbyBgFY0dm4fAwtgkuftpYvZ/gvf5n2suw73lHb7V0MD9Z0u/yUFuZjX/4yo9/7HmPXXIM1f35Nz3JQzcvDjTrG9tj11zP2rW8x+v3vk7nySk/uqQQP25f5yEeQCxfW/uhMZuaTdMdFfqM//zlj117L6E9/Svb972/svk0qdvmzz2b01ltrO1lFH9VtXARgeCiecQYjt93G2DXXMPLXvyJd5rTynC8tT8B9wBgeyjiQKTpCLc5f1Vo7+uBUAGpVjr7jsuvYm2ytLhSPCJbadh53jNYmn/98aKji+IgWis+fwKlY16YcbRkqOmL6X7GyBcdWg/L5+mOVY6snKVquosHKBo0yBUs6DA9nL2utMAtw6zsaxLka1CMlcob8CNUStTn4/9m78zi3yrr//69PMmtnui90pWzTAtKyY4sgUFFEkS+IIHojIArIfkOLCwhqFbkRZFFE5Eat8hOXingrqIAsIlA22UQWpyyWspSltJ1OZ0ty/f5IppPlJJNkkpwk5/18PPpoljPnfHLlJLmuz7mWLJNL5tJ/xhkMHHcckUMPZeDYY4kVuZRrOXo8ANDYyMCRRxL52MdyJzdG2qApYeW8/5OfzHywhFeeY9OmFdRg9mp4xZ+ooaupXu9PSwsDn/oUkQ99qPj3b4Q9HvqPO47orrvmd6wAJh4iu++ecn+gBEvWRvfaa9htYjvvzMCxx+JmzvQug1pJPOQYPlat6qvVOELf+2fmmtDbe6wzX+vSGwD5XFlzzvHbF1O7gl9Qh71BoLgeIWs2RYml/T6dv2v9rPYxaMuMq7L5NY6++1TqEKYGg5nt9ZeYKeazNeDRsP7a7vXVGwRgRls4ZQKjN3pi9EWHr9imT7oJ9Zm0KubckQBINHx6Lrss6yZ5TwRXROKhL21Cs2KVLfGQfAyvNeqBvjPPLEniwbWVpodn73nnZTwWK2FDxyKRwhIPEybQf8wxJTu+L6rtyv2gQhJKARxq0XvZZbj2+Opd0W22ic/FMkKRRYuyP5nv56JWhlo0NqaszBJJXgK4SinxkOSJtMnvPtNRX12dB2U0rPMYa+016ebhW9fXGPRBxSQe7ng1tatiUwh2mlB/Sav0slndHSWWxxf5M2lDmL6wY/0sE5kss7v88ImZpzwm3aynJVgHNYWNaUXM83B/2qSbi6Y3190wCyh+GJNUmRJfJbbEShT9n/88XffeS69Xl/F8Pw8FTtrW853vFDSBYy6VSDx4Xf3rXr6c3qVLi9tfmqLnCUjjZs/OfKyUDZ0iJufr+f73Mx+s9R4PpTDSMigkrgD2eIjuuitdK1bQffPNbLz33tLMZ1Poa/J6j8u9tHEJ9X7zm2y8/XY23nmnZ1JzWBpq4Q+vq471NjHgoPTG0aqu4X+k7notc/mmepu/YNCWRQxF+eN/UhMPO4xvJFSHjaMxTSHGNg29rv7Y8Msidg3EMpJ6n9+hTj9bbYUPtbhjdeb42vQVIOpFxndPHp+tX6VNuvnxbeoz4TltVJjk0TXv9MXoHtDKFrVm4IgjSro/N2roAkhs/nyie+/tuV1kt92G3dfAYYel3s91ZTDt2Dm3yyc5UciV1SIr/V49HiJ77lnUvrxEd965ZPtKl++Y8oFDD81joyImi8xRX4nutFPh+6u0MtW3YiN97dWeeKiCBrabNYvIAQdAe7s/8Xh9XhLvRfowmYJW56kUM6J77UV0992LOodKPbHtcKqwBP2R3p13amuI3SbV3xVr8OjSm8dVxy8/lLoiQT0OIxi05ejCrjz2Rx23vZLaeFy6R30OQ4HCh1tc90zq/AUdYxvYanSdJq2K6C3zP0+kDkOpt0k3k2XO85C7fB5+MzXh2WBwxNb12RMtHDJmpPd6KGDlD6kOfWefPaK/7/3KV4b2ddJJeY/h7c1jSbX+U04hNmMGAG7MmNyTMQLESpf4KqhyW+zV/zKPd44uWFC2fec71KLvtNOG36iIITW59Fx5Zd5JKIifWxVXosbTpuuv39y4HNh//3hjbiTHrPKhFnklDSvJh8SD5UjURffZh8jChUC819amn/60UmEVpwYueNZn7b8I6b0dFmxRn915IbO7/KvdUaIxRzjk/Xrf7cusfCycWn+Tuw3K6PI8TOX/nrTeIGGDPSbXyPiwIsxqD/PPtUNf1K9sjLJXjgm0H0prPC6YUs9lk5aUGWZiUq8r/gvrbJnIZIUOY7olrSfRbpOa6m7SzWSz2sP8J6lMXtkYrct5huqZ22ILNv71r7QfeGBRf9/3pS/Fxyj393v3bshSL4nutRcDBx1E4223ZY9t4kQ23ncf4X/8g+gOO+ASSYhszKsBW8J6Ufdvf0uos5PWpGTLiHg0WmxggJINGDAjOn8+4aeeKtUeN8t3qIWbOHHYbQqd42E40T32oOuBBwh3dtJ6+umE1qzx3K53yRKiCxYQ3X57xlS6l0SJzsuBT3yC6I47Elqzhsi++458h1WeeKi2uQzK3qPA63ORq4eQGd1/+AMNf/87senTiW2/ffliK4UaaLeqxwPxiRNXvJG6VOT7p9Vvw7q9McT45qGTcyAWn+gtmxVrModZLKzrxmPaVdmu3I2j9PKJOWhrrN+PViHDCaIxl7EM6wdn1t/8BYOmjgqR/Na/2+foytFdfsWazCVq59Xh3CCDCl1RJ/2zNW9i/ZYNZPYm0soWtSlX4zA2ffqwfx/dc0+i73tfwZXI2DCrXwC48eOJHHjgsEmHeCD5JR7y6c3Q73G8yIEHZgwdcK2lHUpVkjHjyfsrU8Oob+rU4Y/d2AhNTZuvwGYT2W+/kiQeYjNnDh17q62IfPCDRA46KOv2Ax/7WPzcSvq7iilhgyu2447xrv/DLQGbzzGrfahFlXHjx5dkP5FsE+56fC5iW2+den/WrNQNGhuJLFpU/UkHKO4c0lCLylu1Mcqrm1J/YP+rTieWHFRId/n0xtGnthuVtXdEPZiZ1jh6vSfKQPqSFUnSG9ZX7zOuLHFViy1Hp5872RMPz66LsKE/tezqcYnaQSEzZhYwSeCKtIkTv7BjW932tILChjFtisR4/O3UKxFLdq7fIV5Q3MS2Un2yNcRdYyM9F19c4Wjy03PFFZkPlmioRe/55xNtb6f3/POBRJflK6+M354xg/7jjovfbmlh049/PKJjbbrqqs0TWfaed17Jh1949gJJiO60E5Fddilqv7H24Sdc7luyBEIh+r7whYznBoc3DBx6KNE85vvwsunaa3GJxnbv4sXeE4tmSWgMfPSjxObPL+q4da0a5wRI2HTddX6HkGnsWPpyrGzRc9FFDORIfiVvF5s8Oa9DRvfYI6V3S+8Xv5jX31WlYs63Ctc5NdSCzIb13ls00Ryu38o/xK9aP/lOanf5BVt4b5t+1fFDM+u3NwhAS4OxRWto86SJMRcfjuI1L0FvxPGPt4LTWwa8Zt/PlbRKPXcOmtVSl5NuJpvV3sBLXand5Xcc732lPv2758AZ9ZuUgcKGMT361gCRpDruVqPDTKvTSTcHZfS2UuKhbnT/7ndEd9wRl8eV7aKN4Lu1/7OfpTV9fop85wrIcdzuX/6SyMEHQ2cnfeeeS/+RR0JDQ8pV8Z4rr6TvzDNx7e24LbJURPI0cNxxRA48ECIRz9UjRixLmXTdcw+xefNoK3KIDUBsxgxCr76a+tjMmXQvX45rbcUlerR4lVHXY49ha9cS6+iIP1BEj4eBo4+OXynu7998rHx0Pfwwse22q0gDJrLPPjTcd1/Zj5OXUvd4qKDIHnswcNRRfofhqfeyy2j2SEBuePJJ3OzZ9J9yCqHOTtzkybTvu2/GZwYgNm8eXY88wth8zuOGBrp//3tCTz+NmzwZl0evtKpVxYmuQdUfYQU8mNY42nuL+m44Qv4V3E2RGE+kXXVcqPLZ7LG3++lPuig0sy2cMc6/3hQyQaBXUq/eZZ473omZd3qjPJ+0TG3IYK86HsIEMDOtbF7rjhLJ0pso/Xs5CN87hU7cGkRm9jMze9DM/mBmGV+2Zranma02s/sS/+b6EGTGQ9Ftty1J0iG6ww4FHbcQsbQGbSTPOSb6Tzop6z7T9+G22iqzK74ZsW23HXHSYfMxZswoT9IBsvYCie2yy8gnxsuS1IjtsENqIsDjOG7SJGJz5oz4HHDTp+dOOnjsPzZnTsUaPNE5c7yf8KGBn9eEqYltBg44YNhN+489dqQh5a2qG9de59jUqUOf6VCI2Ny5uAkTcg/NGufR+zjbexYOE9t55+oul3xUaaIrmRIPZDaOFk6t78o/5F/BTb/quPXoMFPr/Koj5F8+QWxYe62K4jyurjjnMno81PPEiYPyXdniwbRzZ6fxjYxpqu+v5FENISa3DL3GqIPXNnmXT8b3ss6dwDOzfYAG59wCYAzwIY/NxgM/dM7tk/j3fEWDBO/KX4kqhG76dPpOPDF+u6mJ7mXLSrJfgJ5rr8W1xZc67j/sMGJ5Lh/Zf/LJno/3nn22d3f9WjZcLxCP97n3nHOAxBCTq68ubN9ePRfySXCUcHLJqlLClVZGLI/P9OCcIL1JXf9jWeaA6T/22MqtMlEDDdQU2c7nej3Pi1UD72t913Lz4HXVcc86XpFgUMZY4ixdntMbjgsCcNURvIYTZGs8Bu+q7PjmEG1JKwtsijjWeqx88p+NUV7fNPR4a9jYZWIAPlt5njtBbFhDfvMYRGKOR94MXlJv+qgwydWGN3pi9EZUsUqyBrgqcTtb/WU8cISZPWxmN5kfk6aU+epv76WX0vXII3Q98QSRww4r2X4jBxxA1+OP0/Xgg/QUsGycmzCBjbfckvF439e+VrLYqkak8F5IfRdeSNc//kHXE08wcMwxhe3bo6Ht8kg8WB02yAYWLcKyJR78aHAV0OMhtuOO8c/sAw/Q/ec/e27q2trYeOedBYWw8a67Ctq+7lRTIqoa1MBQi/ruE56H9Mp/EK46Qv5DCdQ4ivMqn6iDh94MXm8ZM2NWe5jn1g1VklZtjDKxJbXM0s+d3Sc30lTnc6dA5pKa2YZapCf19q7jJWqTzWoP81jS8K1VG6O8L22bf64dYGNSg3tyS4htx9T/z1VT2Jg+Kpwy2fGr3VG2HVv/rz0fzrlOADM7HIgBt3tsthK4wDl3q5k9AOwH3OO1v87OzpLH2NnZSeOaNaT3FXj5P/+hvy9zhagR6e6GpNcwa9060gcrFPUaw2FYudLzqTm9vYzxOMaod95hx2GOXY7yrrSJxx3H1l//espj69/73s2vbYfe3oyK9ebX3dub8n6liw0MZGTTIv39GeUWMiN5+siBCRMytmndc0/ek+N1FPtezF6/nvQp+7z2tUdRe8/t5UMPZdxdd2UcH+DFF18ksm5dGY6a3cRjjmHrpUs333/jM59h6g03pGzz6muv0ZVcPo2NtLz0El6Ljb704osYkO8UnZs6Onhu9Oiiyrqru5sXq/jzOP2EE5j+k59svr/qhBN42yPenfr7SU/DJZ+PXmVTD99D2YTC4WG/GzLKxKykZdIxOM9MFoGvzTz6VjAb1rPTGkerN8a7yydfHHKOjIkTg3DVEfIbavHyJmPDwFDjaEJziLkBaSBs6ZF42HVS6jaZn61gNKy9hqKkG4iRMrkrBOe7J5/PVnpvh4VbNNX1ah/JZrWnJh5e6Y4o8ZDEzA4FzgQ+5pzzyuq9DDyddHtKtn0NV0EqVGdnJx0dHVhiuEKyrbbaCpe+TFuJtXgsRVfq1zjKY0x1R0cHoe7unMceLJuad/LJDNx7L42JK82usZHQZZdtfm3NWcpnOJ2dnYQ9eik0hMOef9/z7W/TcsEFMGoU/ddem7lNRwd9n/0szVl6rhT7XrR6DAUoZl8DBx+MdXfTcO+9ef/NlGOOofXhhz2f22abbXB5rmJQMqecwsD999N4551E589n1Fe/CmmJhxmzZhFNK59Qb6/n7raePTtnLwo3ahS2aRMAscmTiV19ddHvY/vo0VX9ebTzziPyxBM0PPYYkf32Y/zppzPe43u1yWPJ0+FeVzW/7lLouegiWi68ENravL8b0jizipZJ4GszyY0ngN0CMMwCYGyTMbrR6Eo0nHuijrd7Y0xuHWo0rekfeh5gTKMF4qoj5DcU5aWe1GsTu0xsDFDjqAEYunrn1Xh8bl1qw3rXSd4rO9Sb6W1hQhZfDQXgzZ4YPRFHa9LwlFU9ljJ3yoxRYaa01v/cKZDfUJTk4W8Au04KxvcyxL97Hnxz6L5WthhiZlOBc4EPO+cyW7px5wD/NrMbgJ2Ab1Uqvs3KOMdD1ar31zeotZVNv/0tbNwY7+Y9ahQ0lej7Kd85HoD+U0+NL0MaDmddMrT3iivoXbqUUaecQqPHUBg/ufZ2Nv3iF7SedRZNaY31rBoasnet9+P8a21l0/Ll8XNh1Kh4fHnEZQMDmdtB/L3O0VV+wwsvxLeJxaCxEZpHcDGnyj+vbtIkuu+4I96rq709e7nU4ZCikeo/7TT6jz8+53dDigqfC/U/pmAY/05rHAXlirWZZTQA0iu4L29KPRnnjGsIUMM6tWxWb4wSTZt9/yWP8gmK4c4d5+DfaUm9uWODkXhoDMW7yydb3Z1aFi+nJa0Cde7kMYzp+bTv5TkB+V6GwlaNCaDjgGnAbYkVKz5nZpelbXM18FngIeBm59wzlQ7SsyJXqsZpDn1pq0v0nXBCyY/R+9Wvpt7/8peB+Bh2N2ZoEEZkwYKSH7tqhEIwZkx81vy097U3bV6L3gsvzHu3PT/8YeaDucawt7UN37AYPZreL30pNab0ZVML0Hfaaan3v/CFovdFKIQbNaqwv6m2Mf2D54JX0gG8V7h5j/cgmIzVXtK1tsYTHO3tI0s6AH2JCU+rWjgcL9scyRhXge/VmpTPd4NPAp14WDcAL3YNVeoM2C5AFdzhJnn7V1fq6TF3XDAajgDtjSHGNw/9YERcfKK3ZM90pZbf9gEqn+HOnTf6jLd6h8qrOQyzRwfjij4U89kK0vdO7qEWUZc5DCVYn6385ggJIufcJc657ZJWrPixc25J2javO+f2d87t6ZyrmtkNndfSbqU+xlZb0fvVrxIbN47IHnvQd9ZZJT9GdK+96DvlFNzYsUT224/+z30u/kRjIz1XXUVsyhSi22xD7ze/WfJj14Lo+95H34kn4saOZeADH4hfeczTwIc/nPlgCRrasZ12ovfss3FjxhDZe++cy58Ou6+5c+k999z4+79gAX2nnz7C4Ap8fdmucFfrRTGvRnNzM5uuuy7loZ5LLx35cqwFiGVJftQaN3q03yHUvgp/doJT2/Xw5IbUD/l7JjTS3hicXMyWw3SXfyKtfPYKyDCUQVu2N/Bu31AD6JWNEWYkrvTHnOPJDannyl5TglM+GeP004aiPJ5WNrtPaqIhVKUVgzKY1R5mxZqh++mJhyfSyue9ATp3MnoTdUeJOUco8ePX2Z06xGtic4htxgQnaaUlNeuA1xjuCl2Z61uyhL4lS4bfsFhm9F58Mb0XX5zx1MDhhzNw+OHlO3YtCIfpvfRSei+9tPC/9ZgfoiRdyc3o+9rXSrbKSN/559N3/vkl2VfBq4RUW4+H4WS5Wj9w1FGsP+qozCcq0AgcOPjg6k3UFGpM+lS3Uu2C08r2kH7VMSiTuw3K1eXZOcfTQS+fHMMJVq6P0BUd+uIe12RsH6ir1ullk1p5CPpna8u27FetB2KOZzemlk9QlqkFGNsUYmzT0GenPwZrknoTPZ3Wk2hBILjjpwAAIABJREFUgCaWhPyWG5Xq5mbOJJY00WN05/Q1LkTyk3X5yCo3bE+IxHd6wa+v1sqjRL9dkV13LfpvXVryo6yJyQrrTUuA9Z57rk+R1I6+M85Iuf/GccdV9PiBTjykj9HfdWJwuvOCR+Mx6ar1Gz0xNiY1rNsbjI4ADUOB3A2A9ElJd57YtPmKbRBMaQ2RvOrshn7H+v6hCsGLm9Im3gzQ5ICQ+9x5aUOEiBs6V6a2hpg2KjhX9CH3cIuM7+WAnTsz05JWr22KMhDTBFo1paGB3ssuIzZpErEtt6Tnf/7H74ikVtXo5Hl9p5xCZK+9cO3tObdzBdabsiYqqrX+lWN+gnzFZs+mdwTfIf2nnEJk771xo0fTd+qpRHfbbfg/qhHRPfeMD/1qayOycCH9n/+83yFVvb5TTyWycGH8fDjjDDbNnVvR4werJZkmfVWCIM1hALmXtUufdLMjQBNLDspZPmmz7gdpckCIryM+qz3MCxuSlv3bGGXshPhn6uWe1HMlKJO2Dsq1pGb6ig1zAva9A/HyeXpt8jCmKHslFj18KS1pFaSJJQFaG4wprSHeTPQCiTl4rTvK7NHBKodaN3DEEQwccYTfYUitq9HEg5sxg+7bb998f2yWOU6swNfnRjipYsUVWm/2SFR0PfnkiEKIzZxJ70UXjWgfVSvH0C9PNfp5KiU3bRrdf/7z0AOdnRU9fmB7PKzri7EqqXFkoCv6G6O4xIfy0beCudpHslxDUR55qz/luSANsxiUbRK8VzZGeLt/6KulKQRbB2QZ1kEZ507SJLb/SDt3gjSx5KBsw5iiMcczacNQAvnZSl9y1GM5XxEJgHptKBV5IavPoyt9dNttcUlDm6pKga/TTZ1KbPbszfcjCxeO6PCusZH+T31qRPsQKaXAJh4eerMfx9AXwg7jGxjTFKzimNwSoiWpfts14FjfH/+Re3BNX8q2751SY1nmEshIzCQq/zHneCitfPYKYvmkN44SjccH16Q2rHeb1ERjgCaWhMzu8q/3DHWXX5FWPkGaWHJQtqEoz6yL0J00xGt8swVqpaFBGUm9Lq1sIRJItTanQZnFOjroueSSzfejHR3xZUirtEduoUNJMGPTj35EZLfdiCxcSM9l6asFD6/v859n4OCDie64Y7xsKrCiTs2o0vMkSIJXo0tYkdZw3DtAk7sNMjNmtTfQmdT1e9XGCKMbG3nozdTG0cKpwWsczU6r/K9O9Ah5bl2Edf1DVyHGNBk7BvCqbLbZ99Mb1kGbWBKgpcHYojW0edLEmINXu6Ns0RrmsbfTyyd43z3ZhjGteCP1e3nBlOZAzZ0yKNdQHREJkDpPPHg1zHvPPRfr7qb5mms8/6b/5JPpP/nkcodWGkXM8RBdsIDuu+4q+pBu2jQ2FZGwqEexqVMJvfHG5vtu+nQfoxEIcI8HNY7ivLo8/+vdATYkLWc3oTkUyKEWY5uM0Y1DP4o9UcdbvbGMpNWCKU2EA3ZFH7IPtUgvnyA2rMF7qM4/3u5nIKkeuWV7ePMSrUGS3rBelSVptXdQv5dzDPMSkQCp16EWCV5zPPSffDI01sncRz4kzl04eHWKbHquvjr1/ve+51MkMih4rUmgJ+IyrjoGaTm7ZFuNbgCGGopPrx3g1bSra0Fbzm6QmTF7dEPKJHhPrx3wSFoF9dxJ/XF7eu0Aa3ujPJu04ocBewVwKAHEP1vJc6U8vXaATZHUSlZQE57pEyW+sCFC90BmUm/h1KB+tlLLJ/k7SEQCpF57POSoU7pJk3ANddI8KcGqFjVxzCoVWbSIVYsXM+2f/yRy4IFEDjjA75ACL5Bnp646DtllUmpW+Zl3vRrWwWwcQeYSq/9aO8CKN1Q+APMnNpLc0ePFrih3v5bacHzPhEbGNQfya4Zd0s+ddwc0xCthfHMoJXEVcXDH6j7e6Bn6Yh7VYOwcsCWOB6WfO8+tGyCqJTVF6l5s8uSU+27qVJ8iqYyscyDUy1X7Jh/qhwG8UJhVKMSbRx/Npt/8hv6TTlLZVIFAtgjSJ78LasMRYIe0pfz+vT6ixlGS7cenls9fX+3j1U1DPUKaw7DrpGCeP6MaQsxO6xL+839vSrkf6M9W2rnz7LsDPJw+d0qAy2f7tO+eZf/uTrm/x+TgTUo6aHJrmIlJCbu+qIZbiARBT9q8BnXbNXy4oRQ1OtRi4MMf3nw7utVWxLbbruIxWE9PxY8pkq866ctUmKO2bWVKa4jbOt/mmZ7mQDes05cQfW5d6uzpoxqM+QG96ggwJ618/vZ6alJmt0lNNIeD2TiCePm8lLRUZHr5LAzoMAvIPHceezu1u/zE5lDglvBNNndsA395Zej+PWm9ZRYEOCkDMGdcQ0rvs11vWsMJc9vYyoVpmRbJmGNFRGpf5AMfoOfb36bhrruIfOADdds13LW0AN5zPEB8Gcha1HPFFbgxY7DubnrPO8+XK+y2YUPFjymSr0DWXLZsb+DYOQ0stNfo6JhNrM4n78llXKLL88td3lfTgnzVERi2q3dQJ78btMukJm5b3Zf1+aCO0QeY2RZmUkuIt3u9x+gGde6UQenDvNIF/rM1sTFj2NtPnu8Gmvl65xpe/vS0wC0BLVL3QiH6Tz2V/lNP9TuS8koMQYjNmOH5tNtii0pGUzJu2jR6rrvO1xhiNVp2Egy+1lrM7Bwz+6uZHWlmK83svsS/sZWMI4jLtSXLNTlikLuCA0xpDbPdmOz5uaBOLDkoV+Nwq9Fhpo2qk3GaRTAzFuTo8RH0z1auz07Y4knPIMtVPjuNb1TSQURqlmuOf7/1nXTS5tsAPRdfDMDAxz9ObNy4zY+/dsIJlQ2whqxavHjzbdfUxMAxx/gYjUhuvvV4MLPZwHHAW8B44GvOuV/4FU+QLdyiiV+u3OT53KLpwW5YA+w0oZGVGyKezwV1xYZBuRqHO46vza6SpbTnlCZuWdXr+dyiGS0Vjqa6TB0VZlyTsa4/s8fZrPYw7Y3Bbli/b2r2z9a8AA9/E5E6MDjp4rhxdP/lLzQtW0Z0++3jEwACNDfTfdttNP3oR7hZs3j9wx+m8rMl1IY3jzySyZMnE372WfqPPRY3frzfIYlk5WfN7irgK4nb44HTzexxM7vKx5gC6dPbjcr63HsDfkUf4Jz57VmfC/pVx7bGEA1ZOgwtnj+6ssFUoc9t35b1OSVmsidfjtwm+3dSUExsyd5b6Ox52b+TRESqXWz69M23o7vuSs9VV9F/yikpq1nE5s6l9/LL6Tv77PpZXrMcwmH6v/AFeq66iujuu/sdjUhOvrSazOzTwJPAM4mH/gEsAfYADjezrfyIK6gaQubZQPrytv0eWwfP/IlNjG/ObF3/bnfNHAzw2CcyxxO2hhy7B7yrPEB7Y4iPzc5sXF+yffZ5MYLk2n29r8yct6uSVgD3/78pGY9Nb46x3VglrUSkdvSee+7m227MGAaOOsrHaETEL36lEA8BtgQOAuYC7wO+5ZyLmtlqYArwstcfdnZ2ljSQUu+vVp08ESZv28CKd0OEDT4wKcqHJkdVPgm/2xV+9VoDT3eFGdfoOHxqhFmtTuWT8JP5IX73RgPvDhjvGR3lk9MjKpuE82bCnHADj6wL0RSCgyZH2X+iPluDfru78ZvXGni1N8Ts1hhHT4+wcuVKv8OqCk3AtfNC/OGNBjZEjPljyvPZ6ujoKOn+RESS9X3xi9DaSujll+k7+WRoCfZQQ5Gg8iXx4Jz7NECiZ8P1wBxgHzN7mHhCImutqpQVpM7OTlW4knx5Tup9lU+qXXdIva/yGdIBfDzpvsom1QX6bGXVARw4f+i+yiZVB3B00n2Vj4jUnMZG+s45x+8oRMRn1TJo6tvEExBNwFLn3Ls+xyMiIiIiIiIiJeBr4sE59zJwYOLuQh9DEREREREREZEyCPaU/CIiIiIiIiJSVko8iIiIiIiIiEjZKPEgIiIiIiIiImWjxIOIiIhUPTNrMbNbzOxJM7vBzKyYbURERKTylHgQERGRWnAMsNo5tzMwHvhgkduIiIhIhSnxICIiIrVgEXBH4vZdwAFFbiMiIiIV5utymiIiIiJ5mgisT9zeAMwtchsAOjs7SxpcufZZL1Q2ual8clP5ZKeyyU3lk1spy6ejoyPn84FOPAxXOEGn8slN5ZOdyiY3lU92KpvcAl4+bwNjE7fHJu4Xsw0Q+LIUERGpKA21EBERkVpwJ/ChxO1FwN1FbiMiIiIVpsSDiIiI1IJfADPM7ClgLfCCmV02zDZ3VjhGERER8WDOOb9jEBEREREREZE6pR4PIiIiIiIiIlI2SjyIiIiIiIiISNko8SAiIiIiIiIiZaPEg4iIiIiIiIiUjRIPIiIiIiIiIlI2SjyIiIiIiIiISNko8SAiIiIiIiIiZaPEg4iIiIiIiIiUjRIPIiIiIiIiIlI2SjyIiIiIiIiISNko8SAiIiIiIiIiZaPEg4iIiIiIiIiUjRIPIiIiIiIiIlI2SjyIiIiIiIiISNko8SAiIiIiIiIiZaPEg4iIiIiIiIiUjRIPIiIiIiIiIlI2SjyIiIiIiIiISNko8SAiIiIiIiIiZaPEg4iIiIiIiIiUjRIPIiIiIiIiIlI2SjyIlICZ7W9mLvEvamadZva5Avdxj5kdX6YQk48z4lhHcOzjzeyeIv/WmdlWJQ0o9/G2MjNXqeOJiIgUopbqHolj7WpmD5jZRjN71Mz2qMRxs8RyfFK5vW5mPzazyWU+5v5m9nI5jyFSzZR4ECmdKDAemA58EbjazPYt4O8PAW4sR2AeRhprsW4k/jqLMR5Ylf5gGZMZqxLHFBERqVY1Ufcws1bgFuDXwFzg78BNZtZY7mPn8BIwDTgO2Ae43cwaSrHjSl8sEakFSjyIlJBzbp1zbo1z7mbgNgpoZDvnNjrn+ssXXcbxio51BMfsd85tLPJv1znnYqWOKcfxYs65dZU6noiISDFqpO6xA/HkyLXOuVeBrzHU8PdLzDn3pnPuduAwYBfggz7GI1LXlHgQKZ9+oBGGrsqb2c6J/+9K39iru6PFfdHM/pPoCnhJ8tUBM3vZzD5gZl83s9Vm9qFyxmpmrWb2fTN7w8zWmNn/mJklngub2QWJON42s2vNrCnt9WT0Tkg89rCZ/d7M1pvZ381srkf5pFw9MLMPJ4ZC/BTYL6m76bjE8yEzuzwRy1ozu87MQonn3kgaRvFS4u/+O+14nkMtzGyqmf3OzNaZ2VPJZZ54P440s7+Y2SYzu9/MpuRR/iIiIqVQrXWPVUAP8C0za3HObXDO7e+cW5XYp0vsc0Xi9/PWRC8JzKzJzC5N/Hb/x8wWJ2L8qJm9mNjm12b218TtB83sM4UUmnPuWeBlYGFiH7nqO/eY2f+a2TNm9o6ZXTVYPnnWLz5iZi8k6jwXFRKnSC1T4kGkDMxsV+JZ8+Qf+S2A3wC/AJbkuavTgDOA/wIOBj4GLE3bZinwHuAE4NEyx/pdoBXYF/go8Ang04nnzgY+BxyReP795P869wQeBuYTvwLyy8Ef+Bz+Srx76WnA/Ynb44H1iec/DxwD7J/Y/wGJeAHmMDSMYufE7R8OF2QicfF/QB/xKyOXA38ws52SNrsCWJ7Y7wTg9OH2KyIiMlLVXPdwzr0NHAUcD6wysyXpFyeAa4H/ARYQ/93+VOLxbwMHJf59BlgMnJQ47mwzawEmAeHE9nOAf+T3UlO8DgxeLMhV3wH4f8TrGQcBHydeZoPHzlW/mEi87D5BvM70FTPbpohYRWpOScYxiQgAYTNbBzQBBlzmnLsl6fntgf2cc/cWsM/TgG855+4DMLMvEh+L+ZWkbXqAo5xzhUyEWHCsiUb3Z4EIQw34VmA/4hWaExOxPpTY/lOJ5/OxGrjYOefM7HziV0ZmE7/64Mk5FwHWmdkmIOIxLOKXxMeSNhKvxESJjyvFObchESPAhgKGVOwJ7Aoc6JzrApaZ2SHAycQraQA3O+d+nNj/74FZee5bRESkUDVT93DO3WJms4n/Zn4VOMTMDkz8nkN8GMb/JY55JzArcRHiFODjzrknE899GzjdOfcjM3ud+G+7A9ab2ZxEWTxXwOvdHGJi/8PVdwCuc849kNj+OuJDNa7Mo37RDpzsnHsceNzM1hCvJ7xYRLwiNUWJB5HSiRK/Ch4FXnPORdOe/0eBP/wQb3y/kHR/JTDazMY7595NPHZlgUmHYmOdBLQAHyD1B7I78f8s4r0VABisIORpddJreC3x/xbkSDzkYUvgemAr4lc+ehm6GlKs2cCbiaTDoJXEx64OuiPpdh/xiqCIiEg51ETdw8ymA+3OuX8DV5jZ/wFPAEcSv1AA3r+fk4FRHvFsmbj9KPFeGauAt4DDgceLnBNqaiKG4eo7AK8k3X6NeJ0lH+ucc8m9MVRPkMDQUAuREnLOveyce8Xjhx+gmEkV/wNsl3S/A+hK+uEvdr/FxPo28cZ7W+JvXybek+CwxPOvAJu7C5rZ0Wb26zzDmT04/wJDlYnXsm2cJob3j/b3iVc+pjnnDgH+7bGNy/K32fwHmGJmo5Me60g8PmhDAfsTEREZkRqpe3ySod4COOdeJJ5ASF49yuv38y1gk0c8g7+7/yDeK+H5xL9PUMQwCzPrIF6HuY/h6zsAWyfd3pLMOku2+sV6j8dEAkGJB5Hqdg1wvpm9z8x2AS5JPFZxiasHy4Bvmtl8i6+/fQUwkNjk+kSs7zWzHYAvEa9U5GMacIHFJ4+8CHjIOfdKzr8YshKYZ2bbmdkcM9s58fhYoMHMppvZmcTHYKZXAlYCH0lssyiPYz1C/ArNdRaffPJ44rOHX5dnrCIiItWuHHWPO4CdzeykxG/uccCOpM5HkSHRq+Ja4DsWnyRzX+JDPgbjeRTYnfjFheeBPch/vquQmU02sw8Avye+xOededR3AD5vZvuY2Z7Eh5r+Nm3fhdYvROqehlqIVLcfEB8P+CvicxXcAFzoYzxLgO8Qr0A44AfOuWWJ5y4H2oCbiX+3/JrMyaiyWQHMA54h3rj/r3wDcs49YGY/Jl7RaAT+G3iSeOLjWuKTWd1GvCvnbml//oXENlcC9zJ8BShmZocRf1+eJN618zDn3NP5xisiIlLlSl73cM49nZj7aSnx39wXgE865/KZi+G8xP+3EV+140rgR4nHBns3/BtYk/bYcLYG3iA+qeRNwPlJw0dy1XcgXqf4KfFJpH8G/G/avguqX4gEgRU+NFxEpHQSvQaOd87t73MoIiIiIjlZfFnwZWmJCBEZhoZaiIiIiIiIiEjZqMeDiIiIiIiIiJSNejyIiIiIiIiISNnUxOSS69evV7cMERGRMhs7dmxdryev+oSIiEj5edUn1ONBRERERERERMpGiQcRERERERERKZtAJx46Ozv9DqGqqXxyU/lkp7LJTeWTncomN5VP9dJ7k53KJjeVT24qn+xUNrmpfHKrdPkEOvEgIiIiIiIiIuWlxIOIiIiIiIiIlI0SDyIiIiIiIiJSNko8iIiIiIiIiEjZKPEgIiIiIiIiImWjxIOIiIiIiIiIlI0SDyIiIiIiIiJSNko8iIiISNUzswYzW25m95vZT7Js02Jmt5jZk2Z2g5lZpeMUERGRTEo8iIjUgNDKlTTceiusX+93KCJ+OQx40jn3PmCame3isc0xwGrn3M7AeOCDlQxwOI3LlzN63jzGjB/P6HnzaFy+3O+QKqpl8WLGTJzImHHjGDNxIi2LF/sdktSwoH+eRGpNg98BiIhIbuEVK2g7/HCst5fYllvStWIFtLX5HZZIpf0F+JOZNQDjgA0e2ywCbkrcvgs4ALi9MuHl1rh8Oa1nnon19ABgr7xC65lnAjBw5JF+hlYRLYsX0/TjH7O5C0o0StOPfwxA73e/61tcUpuC/nkSqUXq8SAiUuVazzgD6+0FILRqFU0/8exlLlLXnHMbnXObgPuBNc65Fz02mwgMdgvaAEyoVHzDaVm6dHMjaZD19NCydKlPEVVW07JlpI97scTjIoUK+udJpBapx4OISJULr1yZcr/hb3+j/4wzfIpGxB9mNhHYCOwN3GVmBzjn7k7b7G1gbOL22MR9T52dnSWPMdc+d1+92vNxW726LLFUnWg06+OBeP3DUBnkll4+gf88JQna6y2Uyie3UpZPR0dHzueVeBAREZFasBh4xjn3/5nZJqDVY5s7gQ8RH26xCLgi286GqyAVqrOzM+c+3cyZ2CuveD5e6liqTWdnJ4TD3smHcLjuX/9whjt3gs6rfIL8eUqmcyc3lU9ulS4fDbUQERGRWvAD4AQzWwG8AzxvZpelbfMLYIaZPQWsJZ6IqAq9F16Ia03NlbjWVnovvNCniCqr//jjcWmPucTjIoUK+udJpBapx4OIiIhUPefcq8R7MSRbkrZNH3BIxYIqwOCEdy1Ll2KrV+NmzqT3wgsDMxHe4ASSTcuWxXs+hMP0H3+8JpaUogT98yRSi5R4EBEREamAgSOPDHTDqPe731WiQUom6J8nkVqjoRYiIiIiIiIiUjZKPIgk6+2lZckS2hcupPlb38o+C7eIjEj43ntp239/2j7yEULPPed3OCIiIiJSRhpqIZKk8aabaL7+egDCzz5L5P3vJ/r+9/sclUgaM78jGJlYjFEnn0zo9dcBaPnyl9n0+9/7HJSIiIiIlIt6PIgkGXXaaSn3W885x6dIROpXqLNzc9IBoPGee/wLRkRERETKTokHkRyst9fvEETqTyzmdwQiIiIiUkFKPIiISGU553cEIiIiIlJBSjyIiIiIiIiISNko8SAiIpVV65NjioiIiEhBlHgQEZHK0lALERERkUBR4kFEREREREREykaJBxEREREREREpGyUeRERERERERKRslHgQERERERERkbJR4kFEpNbU+qoQmlxSREREJFCUeBARERERERGRslHiQUSk1qjHgIiIiIjUkIokHszsZ2b2oJn9wcwaPJ5vMbNbzOxJM7vBrNb7EYuIiIiIiIgIVCDxYGb7AA3OuQXAGOBDHpsdA6x2zu0MjAc+WO64RERqlnKzIiIiIlJDKtHjYQ1w1TDHWwTckbh9F3BAuYMSERERERERkfLLGPZQas65TgAzOxyIAbd7bDYRWJ+4vQGYm21/nZ2dJY2v1PurN0Ernz3S7g9EIjnLIGjlUwiVTW6FlE/6ednd3c3KGi7f1lWreE/aY8nloXMnt1KXT0dHR0n3JyIiIpKu7IkHADM7FDgT+JhzLuKxydvA2MTtsYn7nkpZQers7FSFKweVDzQ2NGQtA5VPdiqb3EZaPm1tbTVdvqG+vozHBl+Pzp3cVD4iIiJSiyoxx8NU4FzgEOdcV5bN7mRo7odFwN3ljktEREREREREyq8SczwcB0wDbjOz+8zsc2Z2Wdo2vwBmmNlTwFriiQgRERERERERqXGVmOPhEuCSYbbpAw4pdywiIiIiIiIiUlmV6PEgIiKlpOU0RURERKSGKPEgIlJrnPM7gpGp9fhFREREpCBKPIiIiIiIiIhI2SjxICIilaWhIiIiIiKBosSDiEitqfWGu4ZaiIiIiASKEg8iIiIiIiIiUjZKPIjkUutXlkVERERERHymxINILuoSLiIiIiIiMiJKPIiIiIiIiIhI2SjxICIi5bdhA/b66/Hb6kkkIiIiEihKPIjkojkeREYsfN99jJk3jzE77EDL2Wf7HY6IiIiIVJgSDyIiUlatZ52FrV8PQPNPf0q4s9PniERERESkkpR4EMlFXcLLLvzYY4z6zGdoOfdc2LDB73CkDMIvvJByv+Fvf/MpEql1ZvYzM3vQzP5gZg0ez+9pZqvN7L7Ev7l+xCkiIiKpMn60RUQqpr+ftsMOwwYTDs7Re9ll/sYkIlXJzPYBGpxzC8zsHuBDwJ/SNhsP/NA5d1Gl4xMREZHs1ONBRHzT8Kc/DSUdgObrr/cxGhGpcmuAqxK3s9VfxgNHmNnDZnaTmSbqERERqQbq8SCSi+qsZWUbN/odgojUCOdcJ4CZHQ7EgNs9NlsJXOCcu9XMHgD2A+7x2l9nGeYaKcc+64XKJjeVT24qn+xUNrmpfHIrZfl0dHTkfF6JB5FcNMeDiEjVMLNDgTOBjznnIh6bvAw8nXR7SrZ9DVdBKlRnZ2fJ91kvVDa5qXxyU/lkp7LJTeWTW6XLR0MtRMQ/SuyISJ7MbCpwLnCIc64ry2bnAEebWQjYiaEkhIiIiPhIiQcRERGpBccB04DbEitWfM7M0mejvRr4LPAQcLNz7plKBykiIiKZNNRCJBfN8SAiUhWcc5cAlwyzzevA/hUJSERERPKmHg8iIiIiIiIiUjZKPIjkojkIRERERERERkSJhwAKPf887XvswZgJE2heutTvcERERERERKSOKfEQQC1LlxJeuRKLxWi5/HJCK1f6HZKIBElAexI1Ll9O24EH0nrqqbBund/hiIiIiFSMEg8B1Hjrran3f/MbnyKpAZpcUkRKwF5/ndaTTqLh0UdpuvFGmn/wA79DEhEREakYJR5ExD8BvfIdeAFM6DVfcw2WdL63XHqpj9GIiIiIVJYSD6LGXy4qG6lGAWy417zeXr8jEBEREfGNEg8i4h81oINJCT0RERGRQFHiQdT4yyUgZdO4bBmjt92W9r33JvSvf1XuwGqASlAE5LtERERExIsSD6LGX9CtX8+o//5vQu+8Q/iZZ2jREqsipafEg4iIiASYEg8iuQQgKdN4xx2p92+7zadIJDDUCBcREREJFCUeRI0AEamsACT0Muh7VkRERAJMiQcJZiNARKSSlHgQERGRAFPiQSSXIDQWgvAaRfymz5mIiIgEmBIPIkGnHi8iIiIiIlJGSjyI5KJGuYiUgno8iIiISIAp8SASdGoQiZSfPmciIiISYEo8iOSixoJUI52XtUfvmYiIiASYEg8iIrVGQ4BEREREpIYo8SAiIpUVxMRJSD+3IiIiElyqCYmI1Bp12685Tu+ZiIiIBJgSDyJBpwaGYDmgAAAgAElEQVSRVFoQz7kgvmYRERGRBCUeRERERERERKRslHgQEREpN/V4EBERkQBT4kGCOdFbvlQ2IlIKSjyIiIhIgCnxICL+UWJHgkKJBxEREQkwJR5EFeJcVDYiIiIiIiIjosSD6Kqz+EeJneLUernpO0dEREQkUJR4EPHThg003nwzoaee8i8GPxuxaoAGU60nTooRxNcsIiIiktDgdwBSBVQh9kd/P+0HHED4hRdw4TCbbryRyEEH+R2V1AIlbGqPvmdFREQkwNTjQdSI8Unj8uWEX3gBAItGGXXCCT5HJCJlo8SDiIiIBJgSDyI+CT/ySMp96+72KRKpObXeiA1isrPW3zMRERGREahI4sHMGs3sjzme39PMVpvZfYl/cysRl0jRYjG2uOEGRn3ykzTecEMwG1Iikj8lHkRERCTA8prjwcwaga2B8cBa4EXnXDTPv20FHgLm5NhsPPBD59xF+exTxG8Nf/wjs773PQAab7uNjdtvT3TPPQvah1VJssKpQSRSfvqciYiISIDl7PFgZlua2TLgDuAs4FBgMXC3mf2vmU0f7gDOuR7n3HxgdY7NxgNHmNnDZnaTmWpoUt1GHX98yv2WL37Rn0BKwNcESJUkX0TKTj9rIiIiEmBZezyY2THAZ4FznXOPeTy/EPiVmV3inLt1hHGsBC5wzt1qZg8A+wH3eG3Y2dk5wkOVd3+1YI+0+2vXruW1LOUQtPJJL5uBSMSzDPZIazDHXn214LKavX49k9Me86O8x7/+OtuWIY589jFpzRq2KsOxa0EhrzP9vNzY3c0LNVRO6fGv37Ah57lfj+fAtHfeYUbaY8W+zlKXT0dHR0n3JyIiIpLOM/FgZiFgInCQcy7itY1zboWZHQSUYir+l4Gnk25PybZhKStInZ2dqnABEyZMoM2jHFQ+0NjQkFcZNDQ2FlxWrWPHZjzmR3k3/OtfJY8j33OncerUkh+7Foz0s9Xe1lbT5TQ2x7lfr987zZMmZTxWzOus1/LJl5n9DJgLvAl8PL2OYmYtwG+BWcBTwLHOqWtVNWhcvpyWL30JW7t282NuwgR6L7mEgSOP9DEyERGpBM+hFs65mHPuKo8f9F3M7P2D/4A9nXM/KEEc5wBHJxIeOzGUhKgeztF05ZW077YbrccfD+vW+R2RSO1Te0CCQkMtRszM9gEanHMLgDHAhzw2OwZY7Zzbmfgwzg9WMETJYsKf/0zrqacSWrsWg83/QmvX0nraaTQuX+5zhCIiUm55TS4JYGbLgX2B54DB1oIDFhVyQDPbGjjNObck6eGrgV8CpwM3O+eeKWSflRB67jlav/51AMIvvkhs3jz6Fi/2NygRCaZab8QGMeFU6+9ZdVgDXJW4nW2OqkXATYnbdwEHALeXOS4ZxoxrrsEGBjyfs/5+WpYuVa8HEZE6l3fiATgQ2NI511XMgZxz2yX+fwlYkvbc68D+xey3Ulouvjj1/je/qcSDDFGjQiopiA13CTznXCeAmR0OxPBOKEwE1idubyA+LMNTOeYSqcf5SUph9zVrcj5vq1cHvuyC/vqHo/LJTmWTm8ont1KWz3BDQQtJPNxK/MrBH0YSUM3KkqkXKZoajyLBoeRkSZjZocCZwMeyzEH1NjA4icjYxH1PpZ4rI+jzb+TSv8UWNL/xRtbn3cyZgS47nTu5qXyyU9nkpvLJrdLlk3M5TQ+/MrO/m9kyM/uJmf2kLFFVI1UapV7p3BYpO6fP2YiZ2VTgXOCQHL0v72Ro7odFwN2ViE1ye/XUU3GNjZ7PuaYmei+8sMIRiYhIpRXS4+GOxD8RKYVqaYio50XtqZZzR/Kn96wUjgOmAbdZvDx/CuyQNmfUL4CPm9lTwJPEExHis7UHH8zUadO0qoWISIDlnXhwzv2snIGIBI4a/CLBocQDAGa2H/ApYE7iIQc8C/zSOXd/rr91zl0CXDLMNn3AISUIVUps4MgjlWAQEQmwQno8iEg9UoOo9tR60sorfufq+1ys59eWBzObAlwPvAxc45x7Kum53YCTzOws4ETn3HrvvYiIiEitypl4MLOFzrkVidvv99rGOXdvOQITqQahV14h9K9/EXvPe/wORUSkJplZCPgx8DXn3GPpzyce+4KZ7QtcA/xXhUMUERGRMhuux8OXgMMSt7/h8bwjPnmTSN1q339/um+5heh73+t3KHXHav3KvV8CfvW8JgX4PXPOxYCP5bHd34G/lz8iERERqbSciQfn3GFJtw8ofzhVLMCVxqCzgQFazzyTjQ89lGMjnR8ieQtiwknfESnM7JPAecDowYcA55zbxr+oREREpFw0x4NIHsLPP+93CHVJSwzKZvU+x4Ok+wFwOvAg8d6TIiIiUseyJh7MbH7y5E85tpvnnPtnacMSkSDQUAsJDCVV0r0G/NU597bfgYiIiEj5eSYeEhNBnWFm7wIXOud6PbZpA74LrAO+XNYoq4EqjXUrfP/9NNx5J5H99qvsgdXoFgkO/Yakuw74q5l9H3gBiIEmrBYREalXnomHxERQJ5rZkcQrBg8ADwPvAhOBBcAewHecc7dUKliRUgs99RRthxwSv/J++eV+hyN1IvTCC4SefZbIPvvAuHF+hyPVQImHdEcQr1Mck/SYJqwWERGpU8NNLrkcWG5mC4GdgQ5gLfAr59w5FYhPpKxav/QldfeXkgo//DBthx6K9fYSmzmTrhUrYPTo4f8wSLw+c/ocBkrgJ6wWEREJmLwml3TOrQBWlDkWkYoLP/643yFInWk980ysNz46LbR6Nc3XX0/f2WeX9iC6el579J6JiIhIgIX8DkCkLqhRUZw6vModfu65lPsNd9/tUyRVrA7f92HpO0JEREQCTMtpivgliI0vKQ2dO1KDzOxR59weidsvkbqMpgHOObeNL8GJiIhIWSnxkC9drZJ65ee5XcSxw3/7G+HHHyfy0Y8S6+goQ1DiiyAmU5yj8fe/x155hYFPfQo3ebLfEZXbYUm39/crCBEREak8JR7ypcSDlJrOqYIbmw133EHbkUfG//Q736Hr8cdxW2xRjsiqW42cO/bWW4SefTbziSAmGTzes6Yf/pDW884DoPl//5euJ56AcLjSkVWMc2510u3/+BmLiIiIVJbmeBAphWIagkFsfI1Q64knbr5tmzbR/N3v+hiN5BJ66SXaFy6k/dBD/Q6lag0mHQBCr7xCw5/+5GM0IiIiIuWjxIMEuwFcI1eOJS60bl3K/fCTT/oUiQyn+VvfIvT22/n/QZC/hxJCq1b5HUJZmFnIzP5oZjsPs937zOwXlYpLREREKkeJBxERGVaos5O2Qw6hfd99abjrrmG3b7rppgpEJbXAORcDTgS+YWaXm9mOyc+b2Twzuxo4AzjNjxhFRESkvDTHg+iqf9Dp/Zc8tJx/Pg333QdA60kn0fX888XPRxDE3g0B/5w5594ADjOz/YGzzGxwZlgHPAf80jl3n1/xiYiISHnlnXgws8XABcDowYeIL31VvzNhBUUQGwEl5mq5UVFl739o5Upi222X38Z+xe4cDbfcgq1bx8AnPgGtrf7EUUGNt9+++Xbo7bcJP/EE0d139zGiGlPL3xEl5Jy7B7jH5zBERESkwgoZanEe8GHnXDjxLxSopIMqjSIV0fKNb+S/sU+Jh+Zvf5u2z3yGUWecQdtRR/kSg+9isdLur8oSYCIiIiJSOoUkHp4H3ipXICLikypLqtXCBHstl166+XbD3/9O6MUXKxtAlb1nkge9ZyIiIhJghczxcCtwl5n9HHgBiAE4535ejsBE6p6u8HqrwXKxN9+Ebbap3AFrsIxEREREJLgKSTxsB9wFzEz8g/ikUIFIPNT0GH6RajXSBnS1NMCrJY5KCuJrFhEREZGi5J14cM59FsDMxgPmnFtbtqhEJLjqLclXjgZ6vZUR1H8iox7fMxEREZE85T3Hg5ltY2YPEh9msdLMHjSzrcsXmkgNUaOiOF7lVu8NUNF7LCIiIhIwhUwuuQy4zjk3wTk3AfgRARlmIVLX/Eya1MtQi1xqPCll77yDeU34WQtlX2tUpiIiIlKnCkk8zCWefBj0M2BOSaMRkcqrtsZOjTfUM1Rb+Rag4fbbGT1/PmPmz/c7lJqneYJEREQkyAqZXPLPwM/M7PvEJ5U8LfGYiEjpFNJQr+FGfS0YdeKJWHd36Xfs9b7V+3upxEMKM9sBOBkYk/y4c+4EfyISERGRciqkx8MpwMvANcAPgdWJx4JBlUapV3mc2w1//COjPvEJWr72Nejrq0BQdaSGvzts/frsT9Z7okDK7Y9AC3Av8LekfyIiIlKHClnVoge4IPFPRJIV07iskYabrV5N22c+E7/z178SmzSJ/jPO8DeoQbVQhrUQo0jltQCnOeeifgciIiIi5VdIjweR+lPDV6Mrpfnyy1Put15QwtyjGuXBFMT3Xd816ZYAPzWzbfwORERERMqvkDkegk2VRgkoe/ddv0PIrloasLniKMd3R41/HzXddFPmg15lGI1i69bhxoyBxsbyByZlZWYx4nNEAQyexMeYmUvcd865sC/BiYiISFnl7PFgZm8m3Y6ZWTTpX8zM1EVSpN6Vs3Ff4w3ovJSj/Koh4VLuGLq6aDvkEMZsuy3tixZhb745/N9IVXPOhZxz4cS/UNK/wftKOoiIiNSpnIkH59yUpNvJFQZVEupJNTRixD9+Nv517kkWTTfeSMOKFQCE//lPmq65xueIpJTMrDXt/gQz+6Rf8YiIiEh5aY6Hkdi4kZbzz6f1pJMIPfOM39GIlEcV90qwWkhcBGWoRTRK05VX0nrCCTTcddeId9d82WUp91uuvHLE+5Sq8p/kO865tcRXzRIREZE6pDke8uVR0W+58EKaf/ITABruvpuu556DcA12AqnGRkytURn6oxYSD7UQYzHSXlfTsmW0fv3rADTefPOI91d39B0BgJltmbgZNrNZDM31sA3Q5U9UIiIiUm5593gwswPT7k8ys++VPqTaMZh0AAi99RYN99zjXzAjUe8V/mqlcpc60rp48ebbNdETRfzyt8S/MUm3/wZ8BzjFx7hERESkjAoZanFj8h3n3NvAp0sbTo3buNHvCERKT43I4VV6VQuRGuWc29o5tzWwzjm3zeB959xezrk/57MPM2s0sz/meH5PM1ttZvcl/s0t2QsQERGRogw71MLMjk3cbEm6DbA1sKosUVWjem481PNrq2Yq95GrhaRILcRYjHp9XeWiz3u6pcX8UWJSyoeAOTk2Gw/80Dl3UTHHEBERkdLLp8fDAYl/DUm3DwDagY+XLzSpmHwaEM7RfMUVtO+7Ly1LlkBPT/njqiXFNCr8aritW0frySfTvu++NC5bNvz25WwweZRB+KmnCD39dPmOKdWp3hMZSjykcM5938z2MrMzzex0M9s9z7/rcc7NB1bn2Gw8cISZPWxmN5mp8EVERPw2bI8H59xnAczskMHbEjzhRx+l5RvfiN/+5z+JzpvHwHHHZf8D52hatozQk08ycPTRRBcsqFCkMpzmH/2Ipl//GoBR//3f9Fx8ce4/8KFB2Hr22XTfcUfFj1sWavPkpfXssxn4+Mdh2239DsU3rV/9KpGDDyYWgDIws68BxwJ/In4RZLGZXV+iXgorgQucc7ea2QPAfsA96Rt1dnaW4FDl32e9UNnkpvLJTeWTncomN5VPbqUsn46OjpzPF7KqxUEjC0VqWctXvpJyf9RZZ7E+R+Kh8cYbaT37bACabriBrqefxk2bVtYYixLARmFLWqKh+YorfIqErOXf8Mgj+f19LVwlr4UYi1Hi19X0m9/Q9JvfMOrnP4dhfrhqUp7fNW0f+QhdzzxTmyskFeYLwPbOufUAZjYB+BdQisTDy8DTSbeneG00XAWpUJ2dnSXfZ71Q2eSm8slN5ZOdyiY3lU9ulS6fQiaXfMLMPmxmxyb9+1bZIpOqYps2FbT9qNNOG/rbaJTmyy4rdUhSItbb69/B67VRLkXb8tJL/Q7BV6E1a2iol94+uT0PJHft2BZ4skT7Pgc42sxCwE4MJSFERETEJ4X0ePgl8eWvFgD/B3wQyPOypARd6JVX/A6hvGq550QtN/5rIfZaPjd80LJqFd1+B+EzW7fO7xAqYRzwoJk9BRiwM/ELHHcBOOcW5bMTM9saOM05tyTp4auJ11lOB252zj1T0shFRESkYIUkHvZzzk01s58D3yO+5vY15QmrCqnxILkU0wCulkZztcRRr+q1fOv1dZWLfkPSnTWSP3bObZf4/yVgSdpzrwP7j2T/IiIiUlqFJB7eMrOPAH8HPkI8+TCvLFGJSOVUugEZjdJ8xRU03H03oVXBWZG3pNSIrT1K1KRwzv3NzHYG3gP8HljknLvF57BERESkTAqZ4+Ek4HDg18CngTXAb8sRlNSheq90F9MQrJbGYyxW8J80XXstRCJFHa7hL3+h5VvfouH++0c+BKdazqti4ohEaPrRj2heuhR77TXsnXdovugimr73PejrK32MIlXEzC4EbgS+T3yoxQVm9h1/oxIREZFyybvHg3NuBbACwMzeA0xwzr1TrsCqTrU0EsuhWhpvQVMt5f7/t3fnYXLU5d7/33cvM9OTyUZAQAHZgnoEFMHlUY4IHrjUw7keUfipuPEIHjwK8RxkEY8sIqIoiocHD6A8bmyyySLLgbBFkU1ZEnaGnYQkJGSZySSz9vf3R/WEyUx39VbVVdX1eV1XrvRSXXXXXVU93+/dVd9qII7Ct7+NLV/O0Cmn1P3Z7q9+te7PtKPOM86g62c/A6Djyitxm21GdqE3tl722WfZcM45lT8ch30nDjFIkn0d2AV42jk3YGb7AC8Ax0cbloiIiISh5jMezGyX8cfOOee9ZMf6fEREkqDBDmRXg7fhrPcOKe1qvOgA3uCr40UHgI7f/z6KkERaaQ0wGxj/AtoB6IsuHBEREQlTPZda3D3xiXNuJXBiLR80s7yZ/cnn/S4zu8HMFprZRWbtfHpBDCndIsmiYzZ5dIbIZMcAtwOzzexG4A7gP6INSURERMJS9VILM/tw6WGHmf0j3rWYADsCK2r4fAG4H++Uykq+ACx2zh1oZjfg3arz1mrzloCkuUEcVAcuyR3BBsZ4iI2Y7LvTPvUp+h99FLflllGH0jph5X58vjHZthIO59xNZvYA3i26DbjPOVe1TSEiIiLJVMsYD98r/V8ATpvw+grg89U+7JzbAOxuZs/6TLYfcHXp8R3AvqjwINIaSS48xIQND9Nx/vnlx7xIclFKJGBmtjnwKeDtQA+wDngMGIkyLhEREQlX1cKDc25fADNbMf44BHOAtaXHfcDbKk3Y29sb6IJrnd8O/f3MqTLNsqVLWR1wfGHYa9Lz1atXs6RC3OP5+YehIborvFfLMtYPDAS+7YKwR7FItsZpJ8Y/ef2Gh4frXr/t+/vZ3GcZYZkcezkT49ixv5/Napiu1vdqWX6lz0/J+9BQJPtVuXXoOvtsHjv00Kn7/vr1DcXot7/1r1vH8xHvK0uWLKHfJ8Zm9Pb28q6xsSnXAsbxO6RWc5YvZ4cap122fDmrGji2GjV37txA51eJme0N3Ag8CDwCLAOmAZ8FzjCzA5xzi1oSjIiIiLRUzXe1AMIcin4lMLP0eGbpeVlBNpB6e3trnl9h+vSq02y19dZsPnl+a9eSe+ghxnbZBfeWtzQSZuhmz55Nd5k8TMxPZ2fnlPfr2Rbd06a1rHFbj0ym9mFO/OLv6Oioe/3K7VOR5KjMKe0T4+ju6an40Urx1nNs1TvviRrJe5jKxdJdKEx5vZaOo996Te/piXy93/KWtzAWUgxz584lm51aEox6nZuRf9Obap52qy23ZE6Ix1aEfgp8yzl34eQ3zOxLeLfW3KflUYmIiEjoau51OeeuDTGO24EDSo/3A+4McVmNaeR06TVrmP7hDzPtoIOY/r/+F5lHHw0+LomHRvaPmFzDblUutXC6VKA5yl99lK92zsEuwK8rvHcxsHsLYxEREZEWqueMh0CY2Q7AN5xzE2/FeQnwKTNbBCzEK0QkXueFF5J56SUArK+PwgknMHDTTRFHJdJGYlK88ZWEGEVaowBcXOHGVQZ0tTYcERERaRXfwoOZ/Zdz7pulx7/hjfttb+Sc+0otC3LO7Vz6/wXg2EnvDQEH1hhzYuSvv36T57l77okokhhQ50skMLE4C0XHtNTvyCrv/09LohAREZGWq3bGw8Se8l0hxtGWXJlrlNtd7rbbyF95ZdRhSIAszh3MOMc2Lg5FApEYcM79LuoYREREJBq+hQfn3OUTHqvBUK86Bi5sB5nnn2fawQdHHUY01LmUSkIojsS6GNRqw8PkL78cOjoYOfhgiGvBV9tMREREUqzlYzykSsoKD52nnRZ1CBKCWJzWX0k7d+YGB6Ervpe8x6X40X344eT/9CcAhu6/n8Gf/SziiERERERksrp6xmb2PjObZ2ZHmdmeYQUVS410vuL6y1tIMq+8UvnNuHZe4xpXjMSlg5lYDe5jHZdcUvG9WBeDglLLOq5bt7HoAND560o3TBARERGRKNVceDCzU4DLgLnAO4CrzOw/wwqsLaShc1CrmHZerb8/6hCk3TW472eeeCLgQBKijnzZ4GCIgYiIiIhIUOq51OJrwNudc2sBzGwz4HHgB2EE1hYSeKmFvfQSheOPx/r66DnsMJg7N+qQwjMyEu3yY1qMiQ3nqhfv2jmHKly2l3beV0VERESqqKfw8DSwE/BQ6flOwMLAI4qrRjoBURUe1q6l85xzoFhk6JvfhFmzav5o4TvfIX/LLQDs9PTTrI/zYG1NyixeXNf0XccfT3GnnRj+6ldDikjqloTOXKMFhLQXHpKwbaVhZvY48CBem+Ih4GHnnE5BExERaVP1FB5mAfeZ2SLAgN2BhWZ2B4Bzbr8Q4ku2iAoP3V/9KvlbbwUg99BDDFx3Xc2fzd944xuPV60i+9BDjL33vYHHmESdv/yl92BoaOqbae8khqGWMx6SoF070O26XtIqnwB2AXYFTgb2NbPnnHO7RBuWiIiIhKGewsM3Q4uiTbmIzhQYLzoA5BYsgOFh6Oio/AG/DkTUlyPEUOHkk6MOIRUyvb0Ud965bc+4qSqBl2qJ1OFHwCBQBP4MXAg8E2lEIiIiEpqaCw/OuQVhBtIWJnfg49JxaOaXSf2qKRGZ/v73M7rPPgz88Y+Viw9J2D91qYVIOc8BbwE6gR0mvP5Q+clFREQkyWLSM06AJI3xUC+/daunY5eETuAEqbglYcLlFiwgd/PNUYfRnEaPC7/9Mw77bsKOd4mdBXhjPKzGKzwcCXw+0ohEREQkNL5nPJjZsc65s0qPy55f7pw7LYzA2kIcOge18OtAqHMhAcg89RRdp52G6+ys+7P5a69l9MADQ4gKGBmh88wzyT74ICOHHMLI5z4Xn+M2qIKgSDx9Ha/wcDNwunNuecTxiIiISIiqXWphFR5LLeJyxkMzHanxDk4t84hLhy0KaV73CnLz55O9/35G//mfKfzbv5F96qngF9JkBzx/6aV0nXWW9/jOO+nfYw+K73hHEJE1L+77VFjFj7ivdyukIAfOuYPM7GPAx4GPmdmNzrlboo5LREREwuFbeHDO/WTC4++FH06Mpf1Si1o6GfoVVkpm3Hcf044+2ntS6tg3LMT9qvubm46Z23Xqqay//PLQlicppu/HTZjZt4HPAb8pvfQjM3u3c+7MCMMSERGRkNRzV4u2ZStW4AoF6OkJdsZRjMZfrnFbrcHbigZxDBvdtm5d1CG0rR2CvPNHCy8FsjVrAp1fU/zWLQW/iEvb+wawq3NuLYCZ/RZ4FFDhQUREpA3V9ZO8me1c+n+umb07nJBaq/MHP2D6LrswY5ddyE24DWUQXFLOePBTT8cuQZ2h7IIFTN9776jDSIYGOvf51asjXX7DErQPRy6s7eIz38zCheEsU6IwALx1wvNtS6+JiIhIG6q5Z2xmxwILzMyA7YErzGxeWIG1Qn7ZMrp+8hPMOWz9ejp/+tNgFxBF4aGRMx58WJve1aL7G9+IOoSyet77XnJ33BF1GPGSoP2qElu6lO6DDmL6brvRcd55UYeTWIXvfOeNJ2vX0n3YYZHF0ir5P/6Rnj32YNr++5N5+umowwnSPOBWM7vJzG4CbgGOijgmERERCUk9l1ocA7zLOeeA+Wb2PmARcE4okbXAzHvu2eR57v77g11AXAoPTeg880xG99677X4JzixeHHUIZWV7eykcfTT9jz4anzFCIt72fsWvugpjNS1s6rrmbryRjssvZ/Q972H46KMbuoSq85xzyN95JwCFE08kv+uuTYeaRrm//pXCEUfgNtsMN2sWubvvjjqk2jWyr27YQOHoo7GBAXjhBbpOOw1OPTXw0KLgnLvVzP4B+GDppXucc6uijElERETCU0/hYRDIT3g+DRgLNpzWyoV9jX8bdNZz991HxwUX1DZxG6xvHGSWLMGWLMFtu23UocRDhLd7zTz/PNM+/3kA8tdfj9tsM0a+9KW659M56SyHLf/wh0Dii1REZ6J0XHVVJMuNQm7BAq/oUJK/8ca2KTyYWSfwYWBG6aUDzQzn3O8jDEtERERCUk/h4STgPjP7U+n5gcB/Bh9STDXSqY6iIx7wpRYAhe9+t/FlS2NUxImFztNO2+R597x5rG2g8DCFjhWpRXvvJ7cAs4GHgfEVdYAKDyIiIm2o5sKDc+4SM3sI+GjppV84554IJyxpWHs3VNtLUrZV1HFGuPzMkiWRLVukze0ObOmcG4k6EBEREQlfvReRrwQeAX4FRHCvSGlIqzpu+pVewtDKSy0m78MjMe0TxeFYi7ogJUn3a+BrUQchIiIirVHPXS0Oxzsl8nqgE7jezP49rMBaoh1vFRlhZyC7aFFky45cQvaP7L331v+hqNctwH3aVq6k+8tfpudDHyJ/ySXVpx8dbXqZ2aAHrYVUdPpteLixD3s31cEAACAASURBVMY0N4EPhJp8ewI/NrOXzOwuM7vDzHRLHxERkTZVzxgP38drKDzknOszsz2Ax4CfhxKZNCaEMR5qZXH9dTiJwujsO0f3kUfWPO3GGKLuMAW4/M6f/5z8ddcBUDiqzJ37Jud9rPnxcxvuQKeYrViB9fU19uGJ+67E2alRByAiIiKtU8+lFoPAMG8MAlUAkt3TVOO0daLuvAr26qtkXn456jDqF+ClFp3nnrvxcU2/QKuYVlmIx3R3EAN4SiyZ2ZvMbGvn3ALn3ALA8H7UyJSe1zKP/ISBrsu932VmN5jZQjO7yCw+f+zzV17J9N12Y8bs2UzfbTfyV14ZdUgtlfb1Hzc5D5vdfHPUIYlIm4rT9249hYfvA3cC083sF8A9wGn+H5GWi/CMh3rY0qVkHnsslrG1rQTn2pYv9/aX0Be0af8ktmfxxKcfFbjM4CC5Ri4JGpfg/bzdmdkReGdK/mPp+QnAVcCOwNlmVvUWSmZWAB4E9veZ7AvAYufcu/DunOE3bcvkr7ySwrx5ZF55BXOOzCuvUJg3LzWd77Sv/7hyeXjrGWekLg8iEr64fe/WXHhwzv0G+CxwIvAU8C+l1yROEtDozt1+O9P33JPpe+9N95e/HHU4wWigI5h98MEQAvFRz74Ro/0o9+c/M/0972H63nu3fuEBXGpRjq73ryyIcTViSdsc4GRgL+fcFWa2A3AK8M/OuaOADwNVrwVzzm1wzu0OLPaZbD9gfunxHcC+zYUdjK7TTsM2bNjkNduwga7T0vEbTtrXf1y5PGQHB1OXBxEJX9y+d+sZ44HS7TPb5xaaATcEY9uZaEVcdSyj8K//iq1fD0D++uvJPPIIxXe/O6zIWqOBHGeffz6EQIKRWbQoNtvEBgZauLD43NUi8+ST9Oy1F5lXXoksBl9p/r6TRo0B/aXHpwN/dM6Nj76ap/47bVUyB1hbetwHvK3cRL29vQEtrrZ57rm4fK3EFi8OJZa4sZSv/7i07weNUm4qU278pTk/tXzfBJmfuXPn+r5fc+HBzG4DDnLO9VeduB0l5dTmBhrdgRRMisUqC3kjf5nXX9/krdy99zIck06ueHL33ZeMbRJ2J7POX9/t1VcDW3T+zjsDm1eqqPAQZ98BHjGzQbxxoj4AULrE4lDglwEtZyUws/R4Zun5FNUaSPXq7e31nafbZhusTCHRbbNN4LHETW9vb6rXfyLloX7Vjq00U278pT0/1b5vWp2fen5d6Mc7FbJ91FNMSErhoZxWNMSrFR7avTMQ9P4R9f6Wq+tkqPYxOe/V9utJxu+YIU1o9++KWkR9/IfEOXcZ8D7gcOAdzrnxSt3rwDzn3PcCWtTtwAGlx/vhjU8VucGTT8YVCpu85goFBk8+OaKIWivt6z+uXB7GurpSlwcRCV/cvnfrKTxcDPzUzI4zsw+P/wsrMGlQVI32Ojtom1BHozXqyLPL50MMJEDad6ITUu6bPgMrrvtEXONqMefccufc3c65gQmvneecu62R+ZnZDmZ21qSXLwHeYmaLgFV4hYjIjRxyCBvOOYfittvizChuuy0bzjmHkUMOiTq0lkj7+o8rl4eXvvOd1OVBRMIXt+/den7WPApYCnyi9A+8W2vuF3RQ0oRWNm77+7HXX8dtt11zhQeJn2w26gii0aa/NIu0G+fczqX/XwCOnfTeEHBgFHFVM3LIIanuYKZ9/cdNzsOq3l7mRBiPiLSvOH3v1lx4cM7FYlToQKXlF6iQ1nP6nnuSee01Rg44gPX/7/81PiN19uInrZdaTBbWvpmW754oKLciIiIisVO1d2Fm7wP2AYrA7c65R0KPShrXwkZ35rXXAMjfeiv5+fOrTO2jHToK7TbGQ0ovtXDN5r0d9uVapWldRURERKQpvmM8mNkJwO+BrYA3A5eb2ddaEVhLRN25C0O5zkALOgj5q64KfRnSpHrGeEjKGQ/q/Mpkcd0n6rnl8JFHBnqHFBEREZGoVRtcch7wj865bznnvoU3nsO3wg8rfpr+JbTdBTXGw8gIHRdeSMd//Rf09QUzT6nfxMJDXDtyYZh8nNe77q36ntD3UWVtsL9asUjhqKOiDkNEREQkMNUKDx3OuRXjT5xzS4Bp4YYkTYmq0R3QcruOP57CscdSOOUUpn3mM4HMc7LczTeHMt924qbpMA9VG3SOJVz5O+6IOgQRERGRwFQ7n3q6mV066bVZE19zzh0afFgt0o6N/6jWaWwskNl0/uY3Gx/n7r0XW7wYt802gcx7XPcRRwQ6P6D9xniYuPyoY/ET9P4+eV3juu5xjSsO2vF7XURERCThqhUejizz2i1hBBJ7CW7om3OE3hQPovBQpsNg/f2Bx24DA9Unqpc6OwLp2g/StK5BUL5EREQkxXwLD86537UqkEgkuJgQN1ZtjIcaGt3Zu++e8lrPRz5Cceed2fDjHzP2oQ81Gl74gt6Xwuik1DPPpHSSwj7jQRIns2wZxR13jDoMEREREZmg2hgPkjAW0V0tgjjjoeOyy6a8ZkNDZB9/nMK8efHuDLdZh3WT/SjOeY8bDS4Zuc6f/SzqEMrK/u1vUYcgIiIiEpl0Fx7UoQpOUHe1qCD73HPQ3w9A5vHH6TjvPDKLFoW6zEhFvW9GvfyoNNuhHx0NJo5q4lB4iOk+0nHxxVGHMFVfHx1XXBF1FCIiIiKRqTbGgzSjxZ2DzDPPYEuXTn2jFR2EkAsP4zJPP03PfvthQ0O4fJ51d9xBcbfdWrJsP213u9WJ+0yc1y1mnd/CSSdFHYLEUMeEQXNFRERE0ijdZzy0kY5f/Yqe97+fnv/9v6e+We0yiCA6by0qPHSddBI2NASAjYxQOOGEliy35aLuUCflUosIxnjI/v3vwS5T2l5m5cqoQxARERGJlAoPtYrzr75A4bjjyo/vAMzYZRc6zz473AACup2mL+fI3XXXJi/l7rkn/OXWIub7hwSncMwxUYcQD3EuSLWx/PLlUYcgIiIiUrd0Fx5S1Fns+t73sEq/ugWRh1ac8ZCmjk4I61qpMNWq5SdCLWc8tPPYIhKOAI+nrS66KLB5iYiIiLRKugsPKetc5f785/JvBJCHqrfTrEXKtkesJWVbhB1nXIuTcYgrKftIm9ny8sujDkFERESkbukuPNQjDg39OGviUgvr7yd/6aVk77svwIBaLOj9I+pOXdTLj8rk7RjXPIzH6Ry5G24gf801rbncKSVyd95J/vLLYcOGYGaovx8iIiKScrqrhQ9btgwbGKC4005RhxKuiC+16PrhD2uarq5LBVotzI7F2rVkn3mGsV13hUIhvOVMFOdcT2AjI1GHEKmu73yHzvPOA2D44IPZcOGFEUeUfB3nnkvhu98FYPS3v2Xg5psjjkhEREQk+XTGQwW5669n+rvexfQ996TruOOiDidcQXQyq80jIR3Z2CjlK/PII8zYdVd69t+f6XvthS1e3NLlx5319UHpLifhLCDev1SPFx0AOq66CgYGWrfwhOwj9RovOgDk7r2XzMKFzc+0TXMlIiIiUqt0Fx58OhXdhx228baNnb/6FZlXX21VVOGptL5BNIpbdFeLtOk87zysvx+AzJIldFx6aWsWnKBc56+6KuoQWq/CsWxBXRogG2VefjnqEEREREQSL92FB5/O1eTBErNPPFHTLLN//zvdn/40hSOOwF57ranwWqYFhYfxznNTWnHnjEaFNMZDx6SB5PJ/+EPT8wx82oh1XHFFcDNr1RkOzeY3zCJirSEkaB8RERERkWiFPsaDmXUBVwHbAouALzm3aYvVzN4LXAO8WHrpcOfc02HHVk72gQcYe9/7Gvvw2Bjdhx5KJikFh3FBdCCqFAVyDz7Y/DLi3NFJQoe1TQsPEhHtIyIiIiJSo1ac8fAFYLFz7l3AbGD/MtPMBs5zzu1d+hdJ0QFg2sc/Tqa3d8rrLlM9Vdn774930aGvr/zrAZxJYLrUIlhhrGujhYd164KPJa5iPqbDRkmJM87Gxsjdckuy76YjIiIikhCtKDzsB8wvPb4D2LfMNLOBT5vZA2Z2tVl0rWobG6PrlFPKvFE9JBseDiGi4HR/85vlB59rwRkPgYjzpRZJ0EjhYXiY/J13hhNPQJw64dFIeCGw+8tfZtpnPkPPxz5Gx7nnRh2OiIiISFtrReFhDrC29LgP2KzMNM8CJznn3gdsDezTgrgqFhOyjz3WksVHYdonPzn1xVbc1SIIce7otFvnt5Tr/KQxJtpei7ZjaOMjtPIYifPxWIW9/DL5G27Y+HzinSxEREREJHihj/EArARmlh7PLD2f7EXgsQmP31RpZr1lLoNo1FYVGs4jo6N0lnktW2V+a9esYYsq0wQZ/0R71Thd7m9/m/LamjVreKUUV63zmWx0aIiOKtP0NrmMF55/nt2cY3LXsN6cNrp8P4MbNgQax4svvMDwyMiUaUaGhxveh7pefJFda5x22dKlrO7tZftbbqHbZ7qysTgXSo4r2TAwUHNOqsW1bmCA5ybM611jY7EcgXdtfz8v9fZOWZ/nn3+e0bVry36mEX75WrZsGasm5KqV27yaavtDz8MPM6PCZyavx9KlS1nT5Pf2NqtXs1UDn3v11VeZW+b1oP+OzJ1bbikiIiIiwWlF4eF24ADgarzLLs4uM80xwDNmdhGwK3B6pZkF2UCqdJ+FfG5qWrpquKXazJkzq04TxwberBkz6GoyrlwNvxQ3u+47vPWtlLsKJw457SoUKsdRLNLx3/9N7t57GfnkJxk55BAAXDZbcWyMHbbfnuIOO0x5vSOXa3h9M3VcqrLVVlux+dy5FGZM7p5tqlws2Ycfrju2ZnR3dwe2D/T09Gwyr2y2WrkxGjNnziy7zjvuuCPuTRXrtoHaasstmRODY6+cavtDdsWKmj+z9dZbs0WT69k1e3ZDn3vzm99c9vU4fOeJiIiI1KMVhYdLgE+Z2SJgIfCcmZ3lnDt2wjTnApcBRwHXOOdqu3dlWBo93Tqppx634HaagYhzfn32mfy11248lTt/440M33UXY3vs0ZoBOSeqI38bLwVoIOedZ5xR92diq90uoQlSnI9HEREREYmV0AsPzrkh4MBJLx87aZqlwEfCjiV0SW2IBxB3ZtWqAAKpIs759emgdn/lK5s877jkErjkEv/5xemuFmEuJ24mb8ekrUvS4hV/2p4iIiLSJuJ4+XL00tbYS8r66q4WrdtWzSyn1ZcnJGX/DVIczsRIY95bTTkWERGRNpHuwoMadR516OMnLmc8NNLBzST4a2Xy+obVwW92+6rwICIiIiIJkuAeQgCCbjgntCEe2q39Juk6/nh63v/+hj/fqjgbEoeOYDWtutQipgMytp3BwagjkFo1ejzF+TtPREREpA6tGFwyeZI2uGSTy808+mhAgfjr/OUvm5tBms7MiMsZD3XIX301udtuI3/DDXV/NjaSUEACnBn5a68t80YLv4PUKZ7KOfKXXUbu7rsZ+cQnGD1w8vBG9c9PREREpB2kuvAQ+C/oNXSMc3feyei++wKQeewxcvffz+g++1DceefGl9vkeuQeesj79bSrq6n5hE6N8NiO8ZC9+266Dz88pGCqCLNYEON9rvtrX5v6ogoPkcrNn0/3178OQMell9J/110U3/3uxBS0RERERMKS7kstApZduLDqNNMOOoj8739PZuFCevbbj8K3vkXPhz9M5oUXGl9wAB2A/BVXND2P0KWpoxOXMx5q/Exh3rwGAgpIkLlqUQex+8knw5lxmo6RGCpMKgYVTjihuRlqe4qIiEibSHfhIeBGXbbGzkT3vHkUjj8eGx4GwNavp/O00xpfcACXIFgrbofZrDhfatGqXzRbdZvLes94eP75OoNJiJC2a8/jjzc3g0px6YyHSE2+rXBm/LhQrkRERCTlVHiISO7++zd9ftddjc8sLY3aOK9n0B3UGtY1s2gR09/1LmZssQWdZ58dyDwbmraNuKScEh+HwoOET9tTRERE2oQKD+0gqPWIez7iHl8LZBYvhtFRAAonnUTmpZewkRG6vvc9bPly/w+r8NA+4lB4mLAse/HF1i03SXQciYiIiAApLzx09/aWfT0xv3qOS0vjNs6XWpSzfj2dP/5xY5/12aa5W2/1/l+wYNPXb7mlsWXVufy2lrRjf7KICg8dSRgjJoHa9hKmBplZl5ndYGYLzewis6kHrJm918wWm9ndpX9viyJWERER2VR6Cw9r1jD7zjvLvmWDgy0Opkk64yF6ZTqshX//d7rOOCPwRXUfeWTNMTSq48orsRUrAptfqOK8X7SactFWOkP4/ki4LwCLnXPvAmYD+5eZZjZwnnNu79K/p1saoYiIiJSV2sJD5/nnV3wvs2xZCyOZypYsqX7a/ERp6Ww4F99fpMvE1dSvwD7b1Pr7a45hk7fr2E9yCxbQs/fe2Nq1NX+mLcR1/5osZpdaSDhsZCTqEOJmP2B+6fEdwL5lppkNfNrMHjCzq8udFSEiIiKtl4s6gKhkXnop6hA2VWrEd/z85xROPRWXy7Hh7LMZ+eIXa/5sUDHEVrEY/xiDEvXtNIHM8uVkbrop+DhEEiR3//2M/su/RB2GeOYA49XQPqDcZRTPAic55240s3uAfYC7ys2st8Llls0IY57tQrnxp/z4U34qU278KT/+gszP3Llzfd9PbeEhlh3YoSEKp54KgI2O0n300axtZeEh7tKyno1K6w97Qa53UnJYIU5zDh0l0Hn66Qx997vBzOvccxk8/fRA5iVNWwnMLD2eWXo+2YvAYxMev6nSzKo1kOrV29sb+DzbhXLjT/nxp/xUptz4U378tTo/qb3UIo6dWFu9urEPxnBdQhPXjmEEt9OsO4Z23U8CXK/8/Pl0H3wwXd/+NgwMBDbfltGlFgB0nXUWmaeeCnamY2N0nnUW3Z/+NPnf/S7W69/GbgcOKD3eDyg3UNMxwGfNLAPsyhtFCBEREYmQznhoB0Gsi1nsc2JputQiDMpdVdbXR/622+C223AzZ1b/QEQ6f/Wr8m+o8LBR5znnMHTUUeSvuYax97yH0Y9/vKn55a+5hq7SmQ/5229n3TvfydheewURqtTuEuBTZrYIWAg8Z2ZnOeeOnTDNucBlwFHANc65JyKIU0RERCZJb+GhncS8AxCYOK+nGZlHHiGzciWjH/kI5Jo8tHTGQ+S6zjyT4pw5UYdRH23jjWzFCnr222/jXYoGLr6Y0QMPbHh+3UccscnzrhNPZGD+/ApTSxicc0PA5I147KRplgIfaVVMIiIiUpv0XmrRTtIyuGSM48stWEDPvvsy7eCD6f7sZ6MJQoWH4BWLUUdQnxZu43rukhKF/Pz5m9waedoXvgAB3qWlntvNZu+9N7DlioiIiCRRegsPcWw0x3X8griIeSdwvCOWv+02Mo8+2tzMquyf2QcfbG7+UhMbG4s6hProUgtfM+bOJX/ZZS1fbu6hh1q+TBEREZE4UeGhDQT2y2PccxL3+CbIPv10qPPPPP741BfTesZDmOuVtJwFGG8m5H04CjY8TPe//VvrFpi0/UdEREQkJCo8JJ1z5C++OOooWiNJ26zZWKt9PtPAoZuk/MVFzM+ymSLAbZy75ZaWLUvqY6tWRR2CiIiISF1UeEi47F/+QuGkk4KZWdxzUiwm53KUsHNZrvAQ0RkPZc++aBcpLjy0tYTnKX/ppVGHICIiIlIXFR5iIrNmTfk3qsRZmDcvhGhiyrnYbbeKmu2wOgd9fZXfb6TwEILMs8/Ss99+LV9uy2iMh3gsK2hJjh2SH7+IiIikjgoPMZJ9+OGpL1YbZPDFF4MLIIY52UTc45uoyVht9Wp69tmn8gQxOeOh65RTsKGhwOfblGIRhoeDWV+d8RCPZQUtaQUlERERkYRLbeEhjreCKxx33NQXk9bxCVOKLrXoPP98si+8UHmCmBQecnffHfg8m2ErVjBt//2Z+aY30X3oodBsUSRpx18Mv9fiyJK2XUVEREQSLrWFhzg20DOvvDL1Rf2C+YYkXWrRZJz5m2/2nyAmhYe46bjgAnKlW43mb76Z/J/+1NT8ktZBtXXrKHzjG/TsvTcd550X7sKSvD/VecZDz957hxSIiIiISDqo8BB3Cev4hKnwrW9hw8NRh1GbkPcvp7talNV11lmbPO/80Y8iiiQaHb/+NR2XXEL2scconHgimSefDG9hSb5coc7v1exjj4UUSINScCyLiIhIe0lv4SEpdMbDRtlnn406hNqFnctyZzck5TKUgNmqVeR//3uy991X5s105aTjiis2ed71gx+Et6wLLwxt3qELoGhSy+V6mddfJ/PII00vS0RERCTpclEHEJmYd7I30hkPyRT2dstmp7zkIrjUwpkRddc++8QTdM+bV33902hwMLRZZ597LrR5h66FZ2v0/NM/tWxZIiIiInGV3jMeklJ40BkPiWRhd2xicqlFnAZpLRtL2osRIW+fxP6aX+74rDNXtRa6bHS0rvnWtvD4HHciIiIitVDhIe6SEqdsKuwzHjS4ZG3SXngIWeHb3446hMaUORayCxZEEIiIiIhIOqS38JAULbrUwjZsoHDiiS1ZVipEUXioIow7NOjyhpgLefvkyo2rkQDlzkjKz59f3zzSWMgTERERaZDGeIi7FsXZ8ZvfkFm+vCXLSoU4XmoRQkyZNWsCn2egVBgBILNoER1XXsnY7rszcvDByku5Y2FsjI5f/rL1sYiIiIikgAoPcdeiOFV0CFjYZzw00nFM40ClKe9gZxctwlaupGf//bGhIQDWF4uMfOYzEUcWsTKFh87zz69rFpGe7ZOUv18iIiIiJem91CIhDTedzptQYXfyy+0X1faVFo7kL/GQee01ph1wwMaiA0D3kUcGugx75RUIYwDFMAUQ7+Tv5swzzzQ9TxEREZF2ld4zHpIijb9StwEbGQl3AWWKDFWLVGncl5r8Vdrl8+Fvy5Bln38+1PnP2G23UOcfihCOha5TTw18niIiIiLtIr1nPCTlFzqd8ZBM/f3hzr9cx0mFh8CNfuhDUYcQnTb+7gnjFpf5m24KfJ4iIiIi7SK1hYfE/IqpzmIiWV9fuAso1ymstk+ncF/KvPRS1CEkVzuPjxFA4SHKMR50CZ6IiIgkTWoLD1U7aTGRv+66tv7lsV11/O534S6gzD6Rv+oq34+EcTvNuLOBgahDSK52/t4JYLyT7Isvkr3rruZjEREREUmB9BYeEnKpReG448hfdNHG55mnnvIauwmJP63COJV7E2WKCPn58/0/k9bBJScMrFivVP+y3M7rHtCx0PPJT5K7445A5iUiIiLSztJbeEjIGQ8A3fPmAZC/5hp6PvQhej75SaZ96lPt3TEQX/nrrqv/Qyk84wForkiXoO+JwLXzpRYBFuEKX/96YPOqmb77RUREJGFSe1eL0H+RDkH3//k/Gx/n/vxnsn/7W4TRSJQ6rrii/g+ltfDQRPEgd889AQaSMG3cuQ3y+z+zbFlg8xIRERFpV+k94yGBhYfJsgsXRh2CJElKL7VIzECy0jpt8P0vIiIikiSpPeNBDU9JhcFBOn/6UzKvvIKbPj3qaCLRfdhhDB1zDKMf/WjUoSRKW49vkdIinIiIiEhUUlt40K+gKZWiyw1s8WKmv+992Pr1UYcSqdxf/0rur3+l75FHog4lEbIPP0z2gQfIPPts1KGEJ+nfA+1cFBIREZG2lNrCQ1v84qXGZ/3SUnBas4aevfdOfdFhos4LLog6hNjL/u1vTPvYx7B2+H70kcQxfkRERESSLL1jPKSlAyqbSkmHo/OCC8isWRN1GLFiGgSwqq7jjmv7ogOQmu8BERERkbhQ4SHJ2vl2d2Fph+1ewegHP7jxcfbvf48wkpiaMSPqCGIvl5LLUdr6MhIRERGRGEpt4UGn2qZTO/+a69Sx9uU6OqIOQWIif8stUYfQFFu6NOoQREREROqS2sJDO//yLT7aueCU9AHzwpZJ79edtJfOCy+MOgQRERGRuqS3Jd7OHVCprJ0LTm18NkcgdGmSiIiIiEgkUlt40O00U6qdC04TCw/qZE+lnGxkK1Z44xzozjiByD78MC6fjzoMERERkdhKbeGhLajTUN2kQkM7j/HQzusWCBUeNpq+++5M32svCkcfHXUobaHr5JOh1WOIDA21dnkiIiIiTciFvQAz6wKuArYFFgFfcm7THnMt0wTNdXZiCW+4FY4/PuoQ4qFYnHr9/vr1dH/1q+T+5382dsiLc+YwfPjhEQTYIhMLDypKTaXCw0a2YQMAHRdfTMfFF7PuuusY22efiKNKrtxf/kJx1ixauYfZunW4zs4WLjF6cW1PTPvAB8g+9RR7hrmQhFNu/Ck//pSfypQbf8qPv/H8DB9+OIM//Wnoy7OQ/x5jZkcAeznnvmZmNwDnOOdurWeatWvXBhvk2Bgz58wJdJZhG3vHO8g++WTUYcTS2NveNqXwkMZcuUKB4vbbA+lc/2rczJnY2rVRhxFb+o5JlrVr1oQy35kzZ8a2QhfH9sR40SG2SRMREanCEXzxoVx7ohWXWuwHzC89vgPYt8FpgtPfz+AJJ4S6iKCpQ1BZ9umnyT755Cb/0sg2bEj1+lejooM/7TeSALFrT6joICIiSWdAx29/G/pyQr/UApgDjLf4+4C3NTgNAL29vc1H5BwcfDB7nXlm8/MSERFpodc+/WleDuJvYcncuXMDm1fIYtee0Gm8IiLSFsbGmv67WK090YrCw0pgZunxzNLzRqYBgm0gDW6zDV2LFzc1j+IWW5BZsSKgiNpDcfZsbHgYGxiIOpRADR5zDMUddqBbA/I1rThnDhsuuICuE04g+9xzUYcjERnbeWeyzz7b9HwGLrqIaV/8YgARJUPXKacwd7vtog4jCrFtT4iIiCRaNhv638VWFB5uBw4ArsY7BfLsBqcJ3DPnncf273wnAC6fJ7NsGQwMQEcHbs4crL8ft9lm2OuvQy5HcfPNySxfqhV9uwAADr5JREFUjps+HVuxArq7Ke6wAxSL2OLF3uB1ZtjoKM6MzKpVuJ4ebGAAZ+aNel4owPCwN+9cDhsbw02f7t19YWzMm3bzzb3H/f24QmHTQfGKRW9QzGIR19UF2az3ei7nDS6Yz1N861uhWCS7cCGuuxtbv96bf2kQRrfFFmCG6+ry1nlszBtsc8MG7/VZs3Cbbcbzzz3HTjNn4rq7cW9+M7ZqFWQy2OrVuNmzvc+sXo319XkxmVHcZhvcVlvB4CCZl17CbbEF9uqrXmydnRS32orM6tW4WbOgr++N4kQpL2Sz3jLWrvVyBphzuI4OGB31Yhwags5O6OysPrja8DDk8zAygo3nDLz1nDYN8nlscJDittt6MS9Z4sWWy5F5+WXGdtzR+/zwMMyaBcDagw4i8+yzPDs6yk7bbuvtH0Bxm20AyCxd6sXY0+NtpxkzvO22YoWXj9deg64u2LAB8nlve2cy2OLFXozjo+NnMt6+smEDxa23hs5OL75CAVu3ztuWs2Z527jCZQS2fv3GgVRdV5f3mc0397ZhVxe2bt3GQVbdrFkUN9uMzKpV3r4yPOzNY2CA4nbbYevXY6++itt6ay/2TMZb9sCAt32LRdzMmWSWLOHFvj6222036OjAVq70BsLr6vL200yG4k47QT7PugceIPPCC7g5c6C/3zt+1qyBQgFXKJBZsgRGRrxt0tHhrcuaNdDd7Z25NDLi7ReDg2/Mv1j0jrVi0dvvnXvjOAHv+diYt6yhIe8YK+WafP6NY6Wjw5t2dBS31VZkXnnFm3ZsDKZPx2WzuDe/GQYHsaEhb3/v7ISODoo77oitWOHtxzNnYqtWed8ba9bA2BgvL17Mdjvt5O0n3d3e8b5hA2O77AKjo2SfegrX3e3FYOYtM5fzvisyGay/31vv/n5wzpt2dBSmTYMNG7DhYVxPz8bvDMCbRyazcX42POwdB5nMJndksMFBGB72lmW2cSBKnHsjV8Wid0yVtjuAmzbN2w6dnW/kvKOD4pw5ZFas8L6Xslkyzz3nzX/LLb3vonXrsL4+75jo7+eVxx9nu513BucobrkldHZ637ddXTA46G3jbNb7Purs9MY1yWRYu3Spd4vQYtFbfq70562jY+P2ZnDQW8fRUS9nw8NY6c43LpfzljE05MXT3e3tU2Ybv0etv9/b76dN2/jd5bq7N/2OzuW8/XRgwJtmPObOTsZ22gnr68Ntsw0MDGArV3rfQevXe/nt6sJtuaV33Obz3vvZLPb6694xAPSuX8/O6Sw6QAzbE2Nvf7sutxARkURzwPBhh4W+nFYMLtmJ1wDYDlgInAx8wzl3rM80m4xCHfjgkiW9vb36xcOH8uNP+alMufGn/FSm3PgLOz8xH1wylu2J8QEmRUREkiiMu1qUa0+EfsaDc24IOHDSy8fWMI2IiIgIEN/2xMB99wEqmvlRbvwpP/6Un8qUG3/Kj79W56cVd7UQERERERERkZRS4UFEREREREREQqPCg4iIiIiIiIiERoUHEREREREREQmNCg8iIiIiIiIiEhoVHkREREREREQkNCo8iIiIiIiIiEhoVHgQERERERERkdCYcy7qGKpau3Zt/IMUERFJuJkzZ1rUMYRJ7QkREZHwlWtP6IwHEREREREREQmNCg8iIiIiIiIiEppEXGohIiIiIiIiIsmkMx4EM9N+UIGZtfX1zs1SfqRR2ndE2o/aE/70vedP+ZFGad9JhlT8gdDOWJmZ5Z1zxajjiCMzyzidElSWeaY555wampsq5WY3fe+UN3HfiTqWOCrl5zNmNifqWGQqHdeVqT3hT22KytSmqExtCn9qU1QWx/ZEWx/cZvYpgNIXmQ7YCcwsY2Z/AK43s6+Y2eyoY4qLUm4uBH5nZvuXXtP+s6mTgEvMbIZzrmhmuagDioNSg+l64MP6IzhVKT83Aj82s7dHHU/clPJzLfA9YKcJr0nE1J6oTO0Jf2pT1ERtijLUpvCnNkVlcW1PRB5AyH5hZt8HNRbK+E9gOXAWcBiwc6TRxMsPgX7gEuAkM9tCX/hTdALvBi4o/co1GnVAMXEL8Ihz7hdmdpyZ7WVms6IOKkY+B/wZ+G/gC6VfcWZEHFOc/AH4O3AK8F/jjfCIYxKP2hOVqT3hT22K6tSmKE9tCn9qU1QWy/ZEWxYezCxvZm8GVgAHmtmPQY2FSZ4GcM7dDvwV+Jdow4mVJ4BFzrn/AcaAU83sk3E6VSkqE6qlNwA/Bm4Gbjaz75beT+2vFGY2DbgNGDCzu4A9gDOBg82sI8rYYuQ54G14DfEtgV8AnzWznkijigEz2xq42Dn3fefc5cBdwGFmlo02snRTe6Imak/4U5uiArUpKlOboiZqU5QR5/ZEWxYenHMjzrlXnXO7O+f2AD6oxsIU9wPXmlker9EwCGBme5jZNpFGFr3HgTtKjx8AHgP+HdgtsohiYkK1dAzvy34VsAuwj5l1pPlXCufcAF7jqQd4zDl3KHAucDiwQ5SxxciTwEvAgHPuq8D3gUPRL6Q455Y6566HjY3xPwPbAsXSa/q7FQG1J2qi9oQ/tSkqUJuiMrUpaqI2RRlxbk+0VeHBzI4xs2MnPO8qPTwAeK+Z/QK8xkIU8UWtlJ/jAJxzLwF/c86NAH3AM2a2D3A6MBxhmJGYlJu/A4tLb53onDsPeBD4x6jii9rkYwt4CugAvg0cideo+mUcqqmtNmnfeRy4FO900Yxz7hq8fWevKGOM0sR9xzm3Fq/hvc7MjnbOzQcWAR+PMsYoTdx/Ss+zpcb47XgN8R9Bev9uRUXtCX9qT/hTm8Kf2hSVqU3hT22KypLQnmi3U5hmAd8tVUnPcM4Nlh6vN7MDgSvN7E3AipQ2Fibm5wfOuXWl11cClwEvAP/qnHstsgijMzk3Y6XrxA43sx2B9wJfiDbESE0+tvrM7CngEufc3WZ2BzDDOTcWcZxRGM9Np3PudOfcE6V95+tmtivwAeAn0YYYqfH8dJXyc5OZjeF13m4AZgL/N9oQIzWen3zp2BorPR42s/8A/tPMZpYaWNI6ak/4U3vCn9oU/tSmqExtCn9qU1QW+/aEtdPfSzP7KF61/efATc65H5Re73TODUUaXAz45Gdb4FTgh865Z6OLMDo+udkf78ygZ51zz0UYYqQm5ecW59xpEYcUG5Nyc7Nz7vTS6/8EGPBCWo8rqLzvlE7L3h7od84tiy7CaPl89+Tw9p+O0im30kJqT/hTe8Kf2hT+1KaoTG0Kf2pTVJaE9kSiCw+l61YuLD29AW/k1+fN7C14t5+5yjn3w8gCjFg9+TFvtNO+iEJtuRpy88fxAzaNasjP1c65MyILMELad/xp3/Gnv1vxpO3iT+0Jf/q74E9/FyrTvuNP+05lSfy7lfTCw6+ADXijKH8QyAPnO+cWlU6BvAc4zzn30wjDjEyN+fmlc+7HEYYZiRpzc75z7qwIw4yMjq3KtO/4077jT/mJJ20Xf2pP+NPfBX86virTvuNP+05lScxNIsd4MDMDZgB3A3Occ5eXrg07GO82Kkudc6+Z2QeA6VHGGgXlpzLlxp/yU5ly40/58af8xJO2iz/lx5/y40/5qUy58af8VJbk3CSu8FA6reRKYCvgUWBrM5vvnFto3qjT3wJm4w34tBJvoKPUUH4qU278KT+VKTf+lB9/yk88abv4U378KT/+lJ/KlBt/yk9lSc9NEm+n+XVgDfAZYFdgH+BLZvZB59z9QD/w0Qjji5ryU5ly40/5qUy58af8+FN+4knbxZ/y40/58af8VKbc+FN+Kkt0bpJYeHgY7xaki/Ful3IFMAB82cyuBt4NzI8wvqgpP5UpN/6Un8qUG3/Kjz/lJ560XfwpP/6UH3/KT2XKjT/lp7JE5yZxl1oADwFFM+sERoDVzrlTzexQYEvgWOfcC5FGGC3lpzLlxp/yU5ly40/58af8xJO2iz/lx5/y40/5qUy58af8VJbo3CSu8OCc22BmDzjnxsxsBbC4NHjGV4DPOedWRBxipJSfypQbf8pPZcqNP+XHn/ITT9ou/pQff8qPP+WnMuXGn/JTWdJzk7jCA4Bzbqz08FXgcuBl4PC4J7tVlJ/KlBt/yk9lyo0/5cef8hNP2i7+lB9/yo8/5acy5caf8lNZknOTxDEeJloCXAp83jn3eNTBxJDyU5ly40/5qUy58af8+FN+4knbxZ/y40/58af8VKbc+FN+Kktcbsw5F3UMTTGzvHNuJOo44kr5qUy58af8VKbc+FN+/Ck/8aTt4k/58af8+FN+KlNu/Ck/lSUtN4kvPIiIiIiIiIhIfCX9UgsRERERERERiTEVHkREREREREQkNCo8iIiIiIiIiEhoVHgQkZqY2almtt7M+szsTjPbNeqYREREJFnUnhBJJxUeRKQe5wBbAH8GbjKzTr+JzUyj14qIiMhkak+IpIwKDyJSF+fcEHAqMAbsG200IiIikkRqT4ikiwoPIlI3592H9xHg7WZ2spktNbPFZvZFADM7y8xWlh6vNLOnxz9rZp8ws6fN7DUzOzWSFRAREZHIqT0hkh4qPIhIo9YB04GPALsAHwB+AuCcO9Y5t3np8ebOubcBmNkWwP8FPgbMBf4/M9uj9aGLiIhITKg9IZICuagDEJHEmgb0A98E/gOvwbBllc98AHgLcG/peSfwTuDhcEIUERGRmFN7QiQFdMaDiDRqN6AH+CPQC3yxhs8YcKdzbivn3FbAdsA14YUoIiIiMaf2hEgKqPAgInUxsw4zOxFwwCDwEHA5cHCZyV83sx3MLG9ms4D7gPeY2T+YWRdwO/DRVsUuIiIi8aD2hEi6qPAgIvWYB6wA/hHvusqrgX8AXgW2B9aZ2S4Tpj8e+CuwDNjNOfcacDhwLfAS8Bfn3PUti15ERETiQO0JkZQxbzBZEREREREREZHg6YwHEREREREREQmNCg8iIiIiIiIiEhoVHkREREREREQkNCo8iIiIiIiIiEhoVHgQERERERERkdCo8CAiIiIiIiIioVHhQURERERERERCo8KDiIiIiIiIiITm/wfie0Fjtni6UQAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"markdown","source":"有了季节特征之后，假如我想观察一下不同季节的时候上述各项指标的变换情况该怎么做呢？这里给大家推荐一个非常实用的绘图函数pairplot，需要我们先安装seaborn这个工具包，它相当于是在Matplotlib的基础上进行封装，说白了就是用起来更简单规范了：","metadata":{}},{"cell_type":"markdown","source":"## Pairplots\n\n最简单实用的！用它来看看这些特征有没有啥用呢！","metadata":{}},{"cell_type":"code","source":"# 创建一个季节变量\nseasons = []\n\nfor month in features['month']:\n    if month in [1, 2, 12]:\n        seasons.append('winter')\n    elif month in [3, 4, 5]:\n        seasons.append('spring')\n    elif month in [6, 7, 8]:\n        seasons.append('summer')\n    elif month in [9, 10, 11]:\n        seasons.append('fall')\n\n\nreduced_features = features[['temp_1', 'prcp_1', 'average', 'actual']]\nreduced_features['season'] = seasons","metadata":{},"execution_count":8,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:16: SettingWithCopyWarning: \nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n  app.launch_new_instance()\n","output_type":"stream"}]},{"cell_type":"code","source":"# 导入seaborn工具包\nimport seaborn as sns\nsns.set(style=\"ticks\", color_codes=True);\n\n# 选择你喜欢的颜色模板\npalette = sns.xkcd_palette(['dark blue', 'dark green', 'gold', 'orange'])\n\n# 绘制pairplot\nsns.pairplot(reduced_features, hue = 'season', diag_kind = 'kde', palette= palette, plot_kws=dict(alpha = 0.7),\n                   diag_kws=dict(shade=True)); ","metadata":{"scrolled":false},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 797.125x720 with 20 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"可以看到，x轴和y轴都是我们这4项指标，不同颜色的点表示不同的季节，在主对角线上x轴和y轴都是相同特征表示其在不同季节时的数值分布情况，其他位置用散点图来表示两个特征之间的关系，例如在左下角temp_1和actual就呈现出了很强的相关性。","metadata":{}},{"cell_type":"markdown","source":"## 数据预处理","metadata":{}},{"cell_type":"code","source":"# 独热编码\nfeatures = pd.get_dummies(features)\n\n# 提取特征和标签\nlabels = features['actual']\nfeatures = features.drop('actual', axis = 1)\n\n# 特征名字留着备用\nfeature_list = list(features.columns)\n\n# 转换成所需格式\nimport numpy as np\n\nfeatures = np.array(features)\nlabels = np.array(labels)\n\n# 数据集切分\nfrom sklearn.model_selection import train_test_split\n\ntrain_features, test_features, train_labels, test_labels = train_test_split(features, labels, \n                                                                            test_size = 0.25, random_state = 0)","metadata":{},"execution_count":10,"outputs":[]},{"cell_type":"code","source":"print('Training Features Shape:', train_features.shape)\nprint('Training Labels Shape:', train_labels.shape)\nprint('Testing Features Shape:', test_features.shape)\nprint('Testing Labels Shape:', test_labels.shape)","metadata":{},"execution_count":11,"outputs":[{"name":"stdout","text":"Training Features Shape: (1643, 17)\nTraining Labels Shape: (1643,)\nTesting Features Shape: (548, 17)\nTesting Labels Shape: (548,)\n","output_type":"stream"}]},{"cell_type":"markdown","source":"新的训练集由1643个样本组成，测试集有548个样本。先来看看老数据集的情况，这里由于我们重新打开了一个新的notebook，所有代码中重新读取了老温度数据集，并进行了相同的预处理操作：","metadata":{}},{"cell_type":"markdown","source":"## 老数据的结果","metadata":{}},{"cell_type":"code","source":"# 工具包导入\nimport pandas as pd\n\n# 为了剔除特征个数对结果的影响，这里特征统一只有老数据集中特征\noriginal_feature_indices = [feature_list.index(feature) for feature in\n                                      feature_list if feature not in\n                                      ['ws_1', 'prcp_1', 'snwd_1']]\n\n# 读取老数据集\noriginal_features = pd.read_csv('./datalab/62821/temps.csv')\n\noriginal_features = pd.get_dummies(original_features)\n\nimport numpy as np\n\n# 数据和标签转换\noriginal_labels = np.array(original_features['actual'])\n\noriginal_features= original_features.drop('actual', axis = 1)\n\noriginal_feature_list = list(original_features.columns)\n\noriginal_features = np.array(original_features)\n\n# 数据集切分\nfrom sklearn.model_selection import train_test_split\n\noriginal_train_features, original_test_features, original_train_labels, original_test_labels = train_test_split(original_features, original_labels, test_size = 0.25, random_state = 42)\n\n# 同样的树模型进行建模\nfrom sklearn.ensemble import RandomForestRegressor\n\n# 同样的参数与随机种子\nrf = RandomForestRegressor(n_estimators= 100, random_state=0)\n\n# 这里的训练集使用的是老数据集的\nrf.fit(original_train_features, original_train_labels);\n\n# 为了测试效果能够公平，统一使用一致的测试集，这里选择了刚刚我切分过的新数据集的测试集\npredictions = rf.predict(test_features[:,original_feature_indices])\n\n# 先计算温度平均误差\nerrors = abs(predictions - test_labels)\n\nprint('平均温度误差:', round(np.mean(errors), 2), 'degrees.')\n\n# MAPE\nmape = 100 * (errors / test_labels)\n\n# 这里的Accuracy为了方便观察，我们就用100减去误差了，希望这个值能够越大越好\naccuracy = 100 - np.mean(mape)\nprint('Accuracy:', round(accuracy, 2), '%.')","metadata":{},"execution_count":14,"outputs":[{"name":"stdout","text":"平均温度误差: 4.67 degrees.\nAccuracy: 92.2 %.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"把降水，风速，积雪3特征加入训练集中","metadata":{}},{"cell_type":"code","source":"from sklearn.ensemble import RandomForestRegressor\n\n# 剔除掉新的特征，保证数据特征是一致的\noriginal_train_features = train_features[:,original_feature_indices]\n\noriginal_test_features = test_features[:, original_feature_indices]\n\nrf = RandomForestRegressor(n_estimators= 100 ,random_state=0)\n\nrf.fit(original_train_features, train_labels);\n\n# 预测\nbaseline_predictions = rf.predict(original_test_features)\n\n# 结果\nbaseline_errors = abs(baseline_predictions - test_labels)\n\nprint('平均温度误差:', round(np.mean(baseline_errors), 2), 'degrees.')\n\n# (MAPE)\nbaseline_mape = 100 * np.mean((baseline_errors / test_labels))\n\n# accuracy\nbaseline_accuracy = 100 - baseline_mape\nprint('Accuracy:', round(baseline_accuracy, 2), '%.')","metadata":{},"execution_count":15,"outputs":[{"name":"stdout","text":"平均温度误差: 4.2 degrees.\nAccuracy: 93.12 %.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## 加入新特征","metadata":{}},{"cell_type":"code","source":"# 准备加入新的特征\nfrom sklearn.ensemble import RandomForestRegressor\n\nrf_exp = RandomForestRegressor(n_estimators= 100, random_state=0)\nrf_exp.fit(train_features, train_labels)","metadata":{},"execution_count":16,"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"text/plain":"RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\n           max_features='auto', max_leaf_nodes=None,\n           min_impurity_decrease=0.0, min_impurity_split=None,\n           min_samples_leaf=1, min_samples_split=2,\n           min_weight_fraction_leaf=0.0, n_estimators=100, n_jobs=1,\n           oob_score=False, random_state=0, verbose=0, warm_start=False)"},"metadata":{}}]},{"cell_type":"code","source":"# 同样的测试集\npredictions = rf_exp.predict(test_features)\n\n# 评估\nerrors = abs(predictions - test_labels)\n\nprint('平均温度误差:', round(np.mean(errors), 2), 'degrees.')\n\n# (MAPE)\nmape = np.mean(100 * (errors / test_labels))\n\n# 看一下提升了多少\nimprovement_baseline = 100 * abs(mape - baseline_mape) / baseline_mape\nprint('特征增多后模型效果提升:', round(improvement_baseline, 2), '%.')\n\n# accuracy\naccuracy = 100 - mape\nprint('Accuracy:', round(accuracy, 2), '%.')","metadata":{},"execution_count":17,"outputs":[{"name":"stdout","text":"平均温度误差: 4.05 degrees.\n特征增多后模型效果提升: 3.32 %.\nAccuracy: 93.35 %.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"### 特征重要性","metadata":{}},{"cell_type":"code","source":"# 特征名字\nimportances = list(rf_exp.feature_importances_)\n\n# 名字，数值组合在一起\nfeature_importances = [(feature, round(importance, 2)) for feature, importance in zip(feature_list, importances)]\n\n# 排序\nfeature_importances = sorted(feature_importances, key = lambda x: x[1], reverse = True)\n\n# 打印出来 \n[print('Variable: {:20} Importance: {}'.format(*pair)) for pair in feature_importances];","metadata":{},"execution_count":18,"outputs":[{"name":"stdout","text":"Variable: temp_1               Importance: 0.85\nVariable: average              Importance: 0.05\nVariable: ws_1                 Importance: 0.02\nVariable: friend               Importance: 0.02\nVariable: year                 Importance: 0.01\nVariable: month                Importance: 0.01\nVariable: day                  Importance: 0.01\nVariable: prcp_1               Importance: 0.01\nVariable: temp_2               Importance: 0.01\nVariable: snwd_1               Importance: 0.0\nVariable: weekday_Fri          Importance: 0.0\nVariable: weekday_Mon          Importance: 0.0\nVariable: weekday_Sat          Importance: 0.0\nVariable: weekday_Sun          Importance: 0.0\nVariable: weekday_Thurs        Importance: 0.0\nVariable: weekday_Tues         Importance: 0.0\nVariable: weekday_Wed          Importance: 0.0\n","output_type":"stream"}]},{"cell_type":"markdown","source":"#### Visualize Feature Importances","metadata":{}},{"cell_type":"code","source":"# 指定风格\nplt.style.use('fivethirtyeight')\n\n# 指定位置\nx_values = list(range(len(importances)))\n\n# 绘图\nplt.bar(x_values, importances, orientation = 'vertical', color = 'r', edgecolor = 'k', linewidth = 1.2)\n\n# x轴名字得竖着写\nplt.xticks(x_values, feature_list, rotation='vertical')\n\n# 图名\nplt.ylabel('Importance'); plt.xlabel('Variable'); plt.title('Variable Importances');","metadata":{},"execution_count":19,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"## 特征重要性累加，阈值95%","metadata":{}},{"cell_type":"code","source":"# 对特征进行排序\nsorted_importances = [importance[1] for importance in feature_importances]\nsorted_features = [importance[0] for importance in feature_importances]\n\n# 累计重要性\ncumulative_importances = np.cumsum(sorted_importances)\n\n# 绘制折线图\nplt.plot(x_values, cumulative_importances, 'g-')\n\n# 画一条红色虚线，0.95那\nplt.hlines(y = 0.95, xmin=0, xmax=len(sorted_importances), color = 'r', linestyles = 'dashed')\n\n# X轴\nplt.xticks(x_values, sorted_features, rotation = 'vertical')\n\n# Y轴和名字\nplt.xlabel('Variable'); plt.ylabel('Cumulative Importance'); plt.title('Cumulative Importances');","metadata":{},"execution_count":20,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"# 看看有几个特征\nprint('Number of features for 95% importance:', np.where(cumulative_importances > 0.95)[0][0] + 1)","metadata":{},"execution_count":21,"outputs":[{"name":"stdout","text":"Number of features for 95% importance: 5\n","output_type":"stream"}]},{"cell_type":"code","source":"# 选择这些特征\nimportant_feature_names = [feature[0] for feature in feature_importances[0:5]]\n# 找到它们的名字\nimportant_indices = [feature_list.index(feature) for feature in important_feature_names]\n\n# 重新创建训练集\nimportant_train_features = train_features[:, important_indices]\nimportant_test_features = test_features[:, important_indices]\n\n# 数据维度\nprint('Important train features shape:', important_train_features.shape)\nprint('Important test features shape:', important_test_features.shape)\n","metadata":{},"execution_count":22,"outputs":[{"name":"stdout","text":"Important train features shape: (1643, 5)\nImportant test features shape: (548, 5)\n","output_type":"stream"}]},{"cell_type":"markdown","source":"### 重新训练","metadata":{}},{"cell_type":"code","source":"# 再训练模型\nrf_exp.fit(important_train_features, train_labels);","metadata":{},"execution_count":23,"outputs":[]},{"cell_type":"code","source":"# 同样的测试集\npredictions = rf_exp.predict(important_test_features)\n\n# 评估结果\nerrors = abs(predictions - test_labels)\n\nprint('平均温度误差:', round(np.mean(errors), 2), 'degrees.')\n\nmape = 100 * (errors / test_labels)\n\n# accuracy\naccuracy = 100 - np.mean(mape)\nprint('Accuracy:', round(accuracy, 2), '%.')","metadata":{},"execution_count":24,"outputs":[{"name":"stdout","text":"平均温度误差: 4.12 degrees.\nAccuracy: 93.28 %.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"效果反而下降了","metadata":{}},{"cell_type":"markdown","source":"## 计算下 Trade-Offs","metadata":{}},{"cell_type":"code","source":"# 要计算时间了\nimport time\n\n# 这次是用所有特征\nall_features_time = []\n\n# 算一次可能不太准，来10次取个平均\nfor _ in range(10):\n    start_time = time.time()\n    rf_exp.fit(train_features, train_labels)\n    all_features_predictions = rf_exp.predict(test_features)\n    end_time = time.time()\n    all_features_time.append(end_time - start_time)\n\nall_features_time = np.mean(all_features_time)\nprint('使用所有特征时建模与测试的平均时间消耗:', round(all_features_time, 2), '秒.')","metadata":{},"execution_count":25,"outputs":[{"name":"stdout","text":"使用所有特征时建模与测试的平均时间消耗: 0.77 秒.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"当我们使用全部特征的时候，建模与测试用的总时间为0.5秒，这里会由于机器性能导致咱们的速度不一样，大家在笔记本中估计运行时间要比我的稍长一点。再来看看只选择高重要性特征的时间结果：","metadata":{}},{"cell_type":"code","source":"# 这次是用部分重要的特征\nreduced_features_time = []\n\n# 算一次可能不太准，来10次取个平均\nfor _ in range(10):\n    start_time = time.time()\n    rf_exp.fit(important_train_features, train_labels)\n    reduced_features_predictions = rf_exp.predict(important_test_features)\n    end_time = time.time()\n    reduced_features_time.append(end_time - start_time)\n\nreduced_features_time = np.mean(reduced_features_time)\nprint('使用所有特征时建模与测试的平均时间消耗:', round(reduced_features_time, 2), '秒.')","metadata":{},"execution_count":26,"outputs":[{"name":"stdout","text":"使用所有特征时建模与测试的平均时间消耗: 0.46 秒.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"### Accuracy vs Run-Time","metadata":{}},{"cell_type":"code","source":"# 用分别的预测值来计算评估结果\nall_accuracy =  100 * (1- np.mean(abs(all_features_predictions - test_labels) / test_labels))\nreduced_accuracy = 100 * (1- np.mean(abs(reduced_features_predictions - test_labels) / test_labels))\n\n#创建一个df来保存结果\ncomparison = pd.DataFrame({'features': ['all (17)', 'reduced (5)'], \n                           'run_time': [round(all_features_time, 2), round(reduced_features_time, 2)],\n                           'accuracy': [round(all_accuracy, 2), round(reduced_accuracy, 2)]})\n\ncomparison[['features', 'accuracy', 'run_time']]","metadata":{},"execution_count":27,"outputs":[{"execution_count":27,"output_type":"execute_result","data":{"text/plain":"      features  accuracy  run_time\n0     all (17)     93.35      0.77\n1  reduced (5)     93.28      0.46","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>features</th>\n      <th>accuracy</th>\n      <th>run_time</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>all (17)</td>\n      <td>93.35</td>\n      <td>0.77</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>reduced (5)</td>\n      <td>93.28</td>\n      <td>0.46</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"实际中我们也得综合来考虑下性能问题！时间速度别跟我机器比。。。我是专业吃鸡主机！","metadata":{}},{"cell_type":"code","source":"relative_accuracy_decrease = 100 * (all_accuracy - reduced_accuracy) / all_accuracy\nprint('相对accuracy下降:', round(relative_accuracy_decrease, 3), '%.')\n\nrelative_runtime_decrease = 100 * (all_features_time - reduced_features_time) / all_features_time\nprint('相对时间效率提升:', round(relative_runtime_decrease, 3), '%.')","metadata":{},"execution_count":28,"outputs":[{"name":"stdout","text":"相对accuracy下降: 0.074 %.\n相对时间效率提升: 39.377 %.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"性价比！！！","metadata":{}},{"cell_type":"markdown","source":"通常我们买东西都会考虑性价比，这里同样也是这个问题，时间效率的提升相对更大一些，而且基本保证了模型效果是差不多的。\n最后让我们把所有的实验结果汇总到一起来进行对比吧：","metadata":{}},{"cell_type":"code","source":"# Pandas is used for data manipulation\nimport pandas as pd\n\n# Read in data as pandas dataframe and display first 5 rows\noriginal_features = pd.read_csv('./datalab/62821/temps.csv')\noriginal_features = pd.get_dummies(original_features)\n\n# Use numpy to convert to arrays\nimport numpy as np\n\n# Labels are the values we want to predict\noriginal_labels = np.array(original_features['actual'])\n\n# Remove the labels from the features\n# axis 1 refers to the columns\noriginal_features= original_features.drop('actual', axis = 1)\n\n# Saving feature names for later use\noriginal_feature_list = list(original_features.columns)\n\n# Convert to numpy array\noriginal_features = np.array(original_features)\n\n# Using Skicit-learn to split data into training and testing sets\nfrom sklearn.model_selection import train_test_split\n\n# Split the data into training and testing sets\noriginal_train_features, original_test_features, original_train_labels, original_test_labels = train_test_split(original_features, original_labels, test_size = 0.25, random_state = 42)","metadata":{},"execution_count":30,"outputs":[]},{"cell_type":"code","source":"# Find the original feature indices \noriginal_feature_indices = [feature_list.index(feature) for feature in\n                                      feature_list if feature not in\n                                      ['ws_1', 'prcp_1', 'snwd_1']]\n\n# Create a test set of the original features\noriginal_test_features = test_features[:, original_feature_indices]\n\n# Time to train on original data set (1 year)\noriginal_features_time = []\n\n# Do 10 iterations and take average for all features\nfor _ in range(10):\n    start_time = time.time()\n    rf.fit(original_train_features, original_train_labels)\n    original_features_predictions = rf.predict(original_test_features)\n    end_time = time.time()\n    original_features_time.append(end_time - start_time)\n    \noriginal_features_time = np.mean(original_features_time)","metadata":{},"execution_count":31,"outputs":[]},{"cell_type":"code","source":"# Calculate mean absolute error for each model\noriginal_mae = np.mean(abs(original_features_predictions - test_labels))\nexp_all_mae = np.mean(abs(all_features_predictions - test_labels))\nexp_reduced_mae = np.mean(abs(reduced_features_predictions - test_labels))\n\n# Calculate accuracy for model trained on 1 year of data\noriginal_accuracy = 100 * (1 - np.mean(abs(original_features_predictions - test_labels) / test_labels))\n\n# Create a dataframe for comparison\nmodel_comparison = pd.DataFrame({'model': ['original', 'exp_all', 'exp_reduced'], \n                                 'error (degrees)':  [original_mae, exp_all_mae, exp_reduced_mae],\n                                 'accuracy': [original_accuracy, all_accuracy, reduced_accuracy],\n                                 'run_time (s)': [original_features_time, all_features_time, reduced_features_time]})\n\n# Order the dataframe\nmodel_comparison = model_comparison[['model', 'error (degrees)', 'accuracy', 'run_time (s)']]","metadata":{},"execution_count":32,"outputs":[]},{"cell_type":"code","source":"model_comparison","metadata":{},"execution_count":33,"outputs":[{"execution_count":33,"output_type":"execute_result","data":{"text/plain":"         model  error (degrees)   accuracy  run_time (s)\n0     original         4.667755  92.202446      0.159420\n1      exp_all         4.048814  93.350164      0.766570\n2  exp_reduced         4.115675  93.280698      0.464719","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>model</th>\n      <th>error (degrees)</th>\n      <th>accuracy</th>\n      <th>run_time (s)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>original</td>\n      <td>4.667755</td>\n      <td>92.202446</td>\n      <td>0.159420</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>exp_all</td>\n      <td>4.048814</td>\n      <td>93.350164</td>\n      <td>0.766570</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>exp_reduced</td>\n      <td>4.115675</td>\n      <td>93.280698</td>\n      <td>0.464719</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"# 绘图来总结把\n# 设置总体布局，还是一整行看起来好一些\nfig, (ax1, ax2, ax3) = plt.subplots(nrows=1, ncols=3, figsize = (16,5), sharex = True)\n\n# X轴\nx_values = [0, 1, 2]\nlabels = list(model_comparison['model'])\nplt.xticks(x_values, labels)\n\n# 字体大小\nfontdict = {'fontsize': 18}\nfontdict_yaxis = {'fontsize': 14}\n\n# 预测温度和真实温度差异对比\nax1.bar(x_values, model_comparison['error (degrees)'], color = ['b', 'r', 'g'], edgecolor = 'k', linewidth = 1.5)\nax1.set_ylim(bottom = 3.5, top = 4.5)\nax1.set_ylabel('Error (degrees) (F)', fontdict = fontdict_yaxis); \nax1.set_title('Model Error Comparison', fontdict= fontdict)\n\n# Accuracy 对比\nax2.bar(x_values, model_comparison['accuracy'], color = ['b', 'r', 'g'], edgecolor = 'k', linewidth = 1.5)\nax2.set_ylim(bottom = 92, top = 94)\nax2.set_ylabel('Accuracy (%)', fontdict = fontdict_yaxis); \nax2.set_title('Model Accuracy Comparison', fontdict= fontdict)\n\n# 时间效率对比\nax3.bar(x_values, model_comparison['run_time (s)'], color = ['b', 'r', 'g'], edgecolor = 'k', linewidth = 1.5)\nax3.set_ylim(bottom = 0, top = 1)\nax3.set_ylabel('Run Time (sec)', fontdict = fontdict_yaxis); \nax3.set_title('Model Run-Time Comparison', fontdict= fontdict);\n","metadata":{},"execution_count":34,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1152x360 with 3 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"original代表是我们的老数据，也就是量少特征少的那份；exp_all代表我们的完整新数据；exp_reduced代表我们按照95%阈值选择的部分重要特征数据集。结果也是很明显的，数据量和特征越多，效果会提升一些，但是时间效率也会有所下降。","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 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